{
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      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BrI1FRqzA4Ay",
        "outputId": "4ea63f08-de26-4e60-8944-efd6f2573163"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "BNZ3jKAYDkGs"
      },
      "outputs": [],
      "source": [
        "#loading other packages\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "MOqfX9tvydc1"
      },
      "outputs": [],
      "source": [
        "#import the plotly packages\n",
        "import plotly.offline as py\n",
        "from plotly import tools\n",
        "import plotly.graph_objs as go\n",
        "import plotly.express as px"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "W_HVqbIsDxsL"
      },
      "outputs": [],
      "source": [
        "#Loading the cleaned dataset\n",
        "df = pd.read_csv('/content/drive/My Drive/Gitlab/cleaned_data (3).csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "id": "Y8ltRD6OEBNy",
        "outputId": "8c1741c4-a1dc-400f-91a4-26e88f422b12"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Country Name        Year  \\\n",
              "0       Algeria  2007-01-01   \n",
              "1        Angola  2007-01-01   \n",
              "2         Benin  2007-01-01   \n",
              "3      Botswana  2007-01-01   \n",
              "4  Burkina Faso  2007-01-01   \n",
              "\n",
              "   Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                               0.01     \n",
              "1                                             286.72     \n",
              "2                                             480.24     \n",
              "3                                               1.03     \n",
              "4                                             503.80     \n",
              "\n",
              "   Malaria cases reported  Malaria death  \\\n",
              "0                    26.0              0   \n",
              "1               1533485.0          18237   \n",
              "2                     0.0          12034   \n",
              "3                   390.0              3   \n",
              "4                 44246.0          31272   \n",
              "\n",
              "   Use of insecticide-treated bed net in total population  \\\n",
              "0                                             4.7625        \n",
              "1                                            18.0000        \n",
              "2                                             2.8125        \n",
              "3                                            21.6500        \n",
              "4                                            24.9200        \n",
              "\n",
              "   Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                             4.9125                                         \n",
              "1                                            29.8000                                         \n",
              "2                                            18.6750                                         \n",
              "3                                            73.8625                                         \n",
              "4                                            67.0625                                         \n",
              "\n",
              "   Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)  \\\n",
              "0                                          19.163636                                       \n",
              "1                                           1.500000                                       \n",
              "2                                          15.000000                                       \n",
              "3                                           8.600000                                       \n",
              "4                                           7.000000                                       \n",
              "\n",
              "   Total Population  Rural Population  ...  \\\n",
              "0        33983827.0        11776076.0  ...   \n",
              "1        20909684.0         8881597.0  ...   \n",
              "2         8647761.0         5053924.0  ...   \n",
              "3         1966977.0          827547.0  ...   \n",
              "4        14757074.0        11363537.0  ...   \n",
              "\n",
              "   People using at least basic drinking water services, urban (% of urban population)  \\\n",
              "0                                              94.78                                    \n",
              "1                                              65.83                                    \n",
              "2                                              76.24                                    \n",
              "3                                              94.35                                    \n",
              "4                                              76.15                                    \n",
              "\n",
              "   People using at least basic sanitation services (% of population)  \\\n",
              "0                                              85.85                   \n",
              "1                                              37.26                   \n",
              "2                                              11.80                   \n",
              "3                                              61.60                   \n",
              "4                                              15.60                   \n",
              "\n",
              "   People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                              76.94                                \n",
              "1                                              14.00                                \n",
              "2                                               4.29                                \n",
              "3                                              39.99                                \n",
              "4                                               6.38                                \n",
              "\n",
              "   People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                              90.57                                 \n",
              "1                                              54.44                                 \n",
              "2                                              22.36                                 \n",
              "3                                              77.30                                 \n",
              "4                                              46.49                                 \n",
              "\n",
              "    latitude  longitude                            geometry  \\\n",
              "0  28.033886   1.659626          POINT (28.033886 1.659626)   \n",
              "1 -11.202692  17.873887        POINT (-11.202692 17.873887)   \n",
              "2   9.307690   2.315834  POINT (9.307689999999999 2.315834)   \n",
              "3 -22.328474  24.684866        POINT (-22.328474 24.684866)   \n",
              "4  12.238333  -1.561593         POINT (12.238333 -1.561593)   \n",
              "\n",
              "   Total Malaria Cases  Mortality Rate  Prevalence Rate  \n",
              "0         3.398383e+02        0.000000     7.650698e-07  \n",
              "1         5.995225e+06        0.000872     7.333851e-02  \n",
              "2         4.153001e+06        0.001392     0.000000e+00  \n",
              "3         2.025986e+03        0.000002     1.982738e-04  \n",
              "4         7.434614e+06        0.002119     2.998291e-03  \n",
              "\n",
              "[5 rows x 27 columns]"
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              "      <th>Country Name</th>\n",
              "      <th>Year</th>\n",
              "      <th>Incidence of malaria (per 1,000 population at risk)</th>\n",
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              "      <th>People using at least basic sanitation services (% of population)</th>\n",
              "      <th>People using at least basic sanitation services, rural (% of rural population)</th>\n",
              "      <th>People using at least basic sanitation services, urban  (% of urban population)</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>geometry</th>\n",
              "      <th>Total Malaria Cases</th>\n",
              "      <th>Mortality Rate</th>\n",
              "      <th>Prevalence Rate</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>26.0</td>\n",
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              "      <td>4.9125</td>\n",
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              "      <td>33983827.0</td>\n",
              "      <td>11776076.0</td>\n",
              "      <td>...</td>\n",
              "      <td>94.78</td>\n",
              "      <td>85.85</td>\n",
              "      <td>76.94</td>\n",
              "      <td>90.57</td>\n",
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              "      <td>POINT (28.033886 1.659626)</td>\n",
              "      <td>3.398383e+02</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>7.650698e-07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Angola</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>286.72</td>\n",
              "      <td>1533485.0</td>\n",
              "      <td>18237</td>\n",
              "      <td>18.0000</td>\n",
              "      <td>29.8000</td>\n",
              "      <td>1.500000</td>\n",
              "      <td>20909684.0</td>\n",
              "      <td>8881597.0</td>\n",
              "      <td>...</td>\n",
              "      <td>65.83</td>\n",
              "      <td>37.26</td>\n",
              "      <td>14.00</td>\n",
              "      <td>54.44</td>\n",
              "      <td>-11.202692</td>\n",
              "      <td>17.873887</td>\n",
              "      <td>POINT (-11.202692 17.873887)</td>\n",
              "      <td>5.995225e+06</td>\n",
              "      <td>0.000872</td>\n",
              "      <td>7.333851e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Benin</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>480.24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12034</td>\n",
              "      <td>2.8125</td>\n",
              "      <td>18.6750</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>8647761.0</td>\n",
              "      <td>5053924.0</td>\n",
              "      <td>...</td>\n",
              "      <td>76.24</td>\n",
              "      <td>11.80</td>\n",
              "      <td>4.29</td>\n",
              "      <td>22.36</td>\n",
              "      <td>9.307690</td>\n",
              "      <td>2.315834</td>\n",
              "      <td>POINT (9.307689999999999 2.315834)</td>\n",
              "      <td>4.153001e+06</td>\n",
              "      <td>0.001392</td>\n",
              "      <td>0.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>1.03</td>\n",
              "      <td>390.0</td>\n",
              "      <td>3</td>\n",
              "      <td>21.6500</td>\n",
              "      <td>73.8625</td>\n",
              "      <td>8.600000</td>\n",
              "      <td>1966977.0</td>\n",
              "      <td>827547.0</td>\n",
              "      <td>...</td>\n",
              "      <td>94.35</td>\n",
              "      <td>61.60</td>\n",
              "      <td>39.99</td>\n",
              "      <td>77.30</td>\n",
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              "      <td>2007-01-01</td>\n",
              "      <td>503.80</td>\n",
              "      <td>44246.0</td>\n",
              "      <td>31272</td>\n",
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          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
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        "id": "kTXadM8ocO_z",
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      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name', 'Year',\n",
              "       'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'geometry', 'Total Malaria Cases',\n",
              "       'Mortality Rate', 'Prevalence Rate'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "df.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DzW5YdIwvrt3",
        "outputId": "a27f3820-3945-4db6-de86-281c222fa1c6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country Name                                                                               0\n",
              "Year                                                                                       0\n",
              "Incidence of malaria (per 1,000 population at risk)                                        0\n",
              "Malaria cases reported                                                                     0\n",
              "Malaria death                                                                              0\n",
              "Use of insecticide-treated bed net in total population                                     0\n",
              "Children with fever receiving antimalarial drugs (% of children under age 5 with fever)    0\n",
              "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)      0\n",
              "Total Population                                                                           0\n",
              "Rural Population                                                                           0\n",
              "Urban Population                                                                           0\n",
              "Rural population (% of total population)                                                   0\n",
              "Rural population growth (annual %)                                                         0\n",
              "Urban population (% of total population)                                                   0\n",
              "Urban population growth (annual %)                                                         0\n",
              "People using at least basic drinking water services (% of population)                      0\n",
              "People using at least basic drinking water services, rural (% of rural population)         0\n",
              "People using at least basic drinking water services, urban (% of urban population)         0\n",
              "People using at least basic sanitation services (% of population)                          0\n",
              "People using at least basic sanitation services, rural (% of rural population)             0\n",
              "People using at least basic sanitation services, urban  (% of urban population)            0\n",
              "latitude                                                                                   0\n",
              "longitude                                                                                  0\n",
              "geometry                                                                                   0\n",
              "Total Malaria Cases                                                                        0\n",
              "Mortality Rate                                                                             0\n",
              "Prevalence Rate                                                                            0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "df.isnull().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WcIEADE59Kec"
      },
      "source": [
        "# **Research objectives**\n",
        "* To assess the intricate interplay of population dynamics and malaria incidence rates, to discern the potential of incorporating population data as a predictive feature to amplify model generalization and predictive accuracy.\n",
        "* To study the interaction amongst malaria preventive measures and identify complimentary and region-specific measures\n",
        "* To determine the impact of additional preventive measure (vaccination) on malaria incidence rates.\n",
        "* To create an improved malaria prediction model by engineering new features using our findings, introducing incidence rate thresholds and considering other modeling options based on research findings.\n",
        "\n",
        "##### We will take this one after the other"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XehiqqCt9rBL"
      },
      "source": [
        "1. To assess the intricate interplay of population dynamics and malaria incidence rates, to discern the potential of incorporating population data as a predictive feature to amplify model generalization and predictive accuracy.\n",
        "\n",
        "As part of our methodology, we will be performing some statistical analysis, spatial analysis on malaria incidence. We will identify hotspot areas and coldspot areas. We will consider population derived formulas to engineer new features such as **Mortality rate** and **total malaria cases** in the total populations as well as in subpopulations such as Urban and Rural Population etc"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "6gPhnVsT-iqp"
      },
      "outputs": [],
      "source": [
        "working_df = df.copy()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sFQIb9-w-oDU",
        "outputId": "b883e90f-a1ed-462f-c596-a12891e5164f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name', 'Year',\n",
              "       'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'geometry', 'Total Malaria Cases',\n",
              "       'Mortality Rate', 'Prevalence Rate'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "working_df.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "ltKa6E10HMVy"
      },
      "outputs": [],
      "source": [
        "\n",
        "from osgeo import ogr\n",
        "\n",
        "shapefile_path = \"/content/drive/My Drive/Gitlab/Africa.shp\"\n",
        "driver = ogr.GetDriverByName(\"ESRI Shapefile\")\n",
        "dataSource = driver.Open(shapefile_path, 0)  # 0 means read-only\n",
        "\n",
        "if dataSource is None:\n",
        "    print(\"Could not open the file\")\n",
        "else:\n",
        "    layer = dataSource.GetLayer()\n",
        "    # Now you can work with the layer and its features\n",
        "    dataSource = None  # Close the shapefile when done"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SbYHQI-0NYWq"
      },
      "source": [
        "Loading shape file"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "oHxPS3s2UOnz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 447
        },
        "outputId": "3469d050-57b1-4739-fe45-e53e1ab59371"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "import geopandas as gpd\n",
        "import pandas as pd\n",
        "\n",
        "# Load the shapefile\n",
        "shapefile_path = '/content/drive/My Drive/Gitlab/Africa.shp'\n",
        "gdf = gpd.read_file(shapefile_path)\n",
        "\n",
        "gdf.plot()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "XN-e3EnvYhIz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "e64b25a3-94ea-4f46-df2b-ddbeb8fa83b5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      NAME  CC  REGION iso_alpha2 iso_alpha3  iso_num  tld  \\\n",
              "0  ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "1  ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "2  ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "3  ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "4  ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "\n",
              "                                            geometry  \n",
              "0  POLYGON ((-2.05592 35.07370, -2.05675 35.07370...  \n",
              "1  POLYGON ((-1.93833 35.08708, -1.94000 35.08703...  \n",
              "2  POLYGON ((-2.11675 35.08955, -2.11758 35.08950...  \n",
              "3  POLYGON ((-2.13464 35.09661, -2.13506 35.09620...  \n",
              "4  POLYGON ((-2.16922 35.10205, -2.17006 35.10205...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6d793484-0feb-4595-9e82-2060f4496b36\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>NAME</th>\n",
              "      <th>CC</th>\n",
              "      <th>REGION</th>\n",
              "      <th>iso_alpha2</th>\n",
              "      <th>iso_alpha3</th>\n",
              "      <th>iso_num</th>\n",
              "      <th>tld</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.05592 35.07370, -2.05675 35.07370...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-1.93833 35.08708, -1.94000 35.08703...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.11675 35.08955, -2.11758 35.08950...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.13464 35.09661, -2.13506 35.09620...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.16922 35.10205, -2.17006 35.10205...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6d793484-0feb-4595-9e82-2060f4496b36')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-6d793484-0feb-4595-9e82-2060f4496b36 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-6d793484-0feb-4595-9e82-2060f4496b36');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-41bae54a-011c-464a-b586-a18948419b49\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-41bae54a-011c-464a-b586-a18948419b49')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
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              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-41bae54a-011c-464a-b586-a18948419b49 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "gdf.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "aGU_lclqZA3b"
      },
      "outputs": [],
      "source": [
        "gdf = gdf.rename(columns = {'NAME' : 'Country Name'})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "7uHInCLeZP2J",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "de8d2279-bd10-475c-948a-b674e6cbc15f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Country Name  CC  REGION iso_alpha2 iso_alpha3  iso_num  tld  \\\n",
              "0      ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "1      ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "2      ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "3      ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "4      ALGERIA  AG  AFRICA         DZ        DZA     12.0  .dz   \n",
              "\n",
              "                                            geometry  \n",
              "0  POLYGON ((-2.05592 35.07370, -2.05675 35.07370...  \n",
              "1  POLYGON ((-1.93833 35.08708, -1.94000 35.08703...  \n",
              "2  POLYGON ((-2.11675 35.08955, -2.11758 35.08950...  \n",
              "3  POLYGON ((-2.13464 35.09661, -2.13506 35.09620...  \n",
              "4  POLYGON ((-2.16922 35.10205, -2.17006 35.10205...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e80e0f98-0c47-48ee-bcc9-e439483946bf\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Country Name</th>\n",
              "      <th>CC</th>\n",
              "      <th>REGION</th>\n",
              "      <th>iso_alpha2</th>\n",
              "      <th>iso_alpha3</th>\n",
              "      <th>iso_num</th>\n",
              "      <th>tld</th>\n",
              "      <th>geometry</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.05592 35.07370, -2.05675 35.07370...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-1.93833 35.08708, -1.94000 35.08703...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.11675 35.08955, -2.11758 35.08950...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.13464 35.09661, -2.13506 35.09620...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>AG</td>\n",
              "      <td>AFRICA</td>\n",
              "      <td>DZ</td>\n",
              "      <td>DZA</td>\n",
              "      <td>12.0</td>\n",
              "      <td>.dz</td>\n",
              "      <td>POLYGON ((-2.16922 35.10205, -2.17006 35.10205...</td>\n",
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              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e80e0f98-0c47-48ee-bcc9-e439483946bf button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e80e0f98-0c47-48ee-bcc9-e439483946bf');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
              "\n",
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              "            title=\"Suggest charts.\"\n",
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              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-095fea99-79f0-4451-b425-8136512bbe15 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "gdf.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "bYQ1lu1Ucs01"
      },
      "outputs": [],
      "source": [
        "gdf1 = gdf.drop(columns = ['CC', 'REGION','iso_alpha3', 'iso_alpha2','iso_num', 'tld'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "7_9GBiVDdkCt",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "891aefeb-1c37-4de8-dd95-c46ab3cf9fe8"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Country Name                                           geometry\n",
              "0      ALGERIA  POLYGON ((-2.05592 35.07370, -2.05675 35.07370...\n",
              "1      ALGERIA  POLYGON ((-1.93833 35.08708, -1.94000 35.08703...\n",
              "2      ALGERIA  POLYGON ((-2.11675 35.08955, -2.11758 35.08950...\n",
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          "metadata": {},
          "execution_count": 16
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      ],
      "source": [
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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "177ZJz4Ut-hW"
      },
      "source": [
        "Converting our DataFrame to a GeoDataFrame"
      ]
    },
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      "execution_count": 17,
      "metadata": {
        "id": "k6ejO3-UfXHh",
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      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/IPython/core/interactiveshell.py:3473: FutureWarning:\n",
            "\n",
            "The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
            "\n",
            "<ipython-input-17-cef06c282a9e>:6: UserWarning:\n",
            "\n",
            "CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
            "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
            "\n",
            "Left CRS: EPSG:4326\n",
            "Right CRS: None\n",
            "\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# Convert working_df to a GeoDataFrame if it contains spatial information\n",
        "\n",
        "working_gdf = gpd.GeoDataFrame(working_df, geometry=gpd.points_from_xy(working_df.longitude, working_df.latitude))\n",
        "\n",
        "# Perform a spatial join\n",
        "merged_df = gpd.sjoin(gdf1, working_gdf, how='inner', op='contains')\n",
        "\n",
        "# Drop duplicates, keeping only the first occurrence for each country\n",
        "#merged_df = merged_df.drop_duplicates(subset='Country ID')\n",
        "\n",
        "# Reset index\n",
        "merged_df = merged_df.reset_index(drop=True)"
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          "data": {
            "text/plain": [
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          "execution_count": 18
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    },
    {
      "cell_type": "code",
      "execution_count": 19,
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          "height": 742
        },
        "id": "7NKP92avgu2q",
        "outputId": "5c4ba6c6-c5e2-4d02-9144-eca34317eab4"
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      "outputs": [
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Country Name_left                                           geometry  \\\n",
              "0           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "1           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "2           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "3           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "4           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "\n",
              "   index_right Country Name_right        Year  \\\n",
              "0          336            Algeria  2015-01-01   \n",
              "1          420            Algeria  2017-01-01   \n",
              "2           42            Algeria  2008-01-01   \n",
              "3          378            Algeria  2016-01-01   \n",
              "4           84            Algeria  2009-01-01   \n",
              "\n",
              "   Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                                0.0     \n",
              "1                                                0.0     \n",
              "2                                                0.0     \n",
              "3                                                0.0     \n",
              "4                                                0.0     \n",
              "\n",
              "   Malaria cases reported  Malaria death  \\\n",
              "0                     0.0              0   \n",
              "1                     0.0              0   \n",
              "2                     3.0              0   \n",
              "3                     0.0              0   \n",
              "4                     0.0              0   \n",
              "\n",
              "   Use of insecticide-treated bed net in total population  \\\n",
              "0                                               1.80        \n",
              "1                                              13.90        \n",
              "2                                              59.68        \n",
              "3                                              31.85        \n",
              "4                                              38.70        \n",
              "\n",
              "   Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                             3.0000                                         \n",
              "1                                            71.5000                                         \n",
              "2                                             5.8375                                         \n",
              "3                                             1.0000                                         \n",
              "4                                            20.4625                                         \n",
              "\n",
              "   ...  \\\n",
              "0  ...   \n",
              "1  ...   \n",
              "2  ...   \n",
              "3  ...   \n",
              "4  ...   \n",
              "\n",
              "   People using at least basic drinking water services, rural (% of rural population)  \\\n",
              "0                                              88.69                                    \n",
              "1                                              88.69                                    \n",
              "2                                              86.19                                    \n",
              "3                                              88.69                                    \n",
              "4                                              86.54                                    \n",
              "\n",
              "   People using at least basic drinking water services, urban (% of urban population)  \\\n",
              "0                                              95.44                                    \n",
              "1                                              95.44                                    \n",
              "2                                              94.86                                    \n",
              "3                                              95.44                                    \n",
              "4                                              94.94                                    \n",
              "\n",
              "   People using at least basic sanitation services (% of population)  \\\n",
              "0                                              87.50                   \n",
              "1                                              87.59                   \n",
              "2                                              86.10                   \n",
              "3                                              87.54                   \n",
              "4                                              86.34                   \n",
              "\n",
              "   People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                              82.21                                \n",
              "1                                              82.21                                \n",
              "2                                              77.60                                \n",
              "3                                              82.21                                \n",
              "4                                              78.25                                \n",
              "\n",
              "   People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                              89.67                                 \n",
              "1                                              89.67                                 \n",
              "2                                              90.46                                 \n",
              "3                                              89.67                                 \n",
              "4                                              90.35                                 \n",
              "\n",
              "    latitude  longitude  Total Malaria Cases  Mortality Rate  Prevalence Rate  \n",
              "0  28.033886   1.659626                  0.0             0.0     0.000000e+00  \n",
              "1  28.033886   1.659626                  0.0             0.0     0.000000e+00  \n",
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              "3  28.033886   1.659626                  0.0             0.0     0.000000e+00  \n",
              "4  28.033886   1.659626                  0.0             0.0     0.000000e+00  \n",
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              "      <td>88.69</td>\n",
              "      <td>95.44</td>\n",
              "      <td>87.54</td>\n",
              "      <td>82.21</td>\n",
              "      <td>89.67</td>\n",
              "      <td>28.033886</td>\n",
              "      <td>1.659626</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>POLYGON ((-3.55328 31.06993, -3.55351 31.07054...</td>\n",
              "      <td>84</td>\n",
              "      <td>Algeria</td>\n",
              "      <td>2009-01-01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>38.70</td>\n",
              "      <td>20.4625</td>\n",
              "      <td>...</td>\n",
              "      <td>86.54</td>\n",
              "      <td>94.94</td>\n",
              "      <td>86.34</td>\n",
              "      <td>78.25</td>\n",
              "      <td>90.35</td>\n",
              "      <td>28.033886</td>\n",
              "      <td>1.659626</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000e+00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "merged_df.head() #the point geometry has been converted to polygon geometry type"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "R6ynfL77kSGx"
      },
      "outputs": [],
      "source": [
        "\n",
        "# Sort the merged GeoDataFrame by 'Year' and 'Country' columns\n",
        "sorted_merged_gdf = merged_df.sort_values(by=['Year', 'Country Name_right'], ascending=[True, True])\n",
        "\n",
        "# Reset index\n",
        "sorted_merged_gdf = sorted_merged_gdf.reset_index(drop=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        },
        "id": "V03HGTgqkiYb",
        "outputId": "9807d019-f629-48f3-d199-96a40572bf39"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Country Name_left                                           geometry  \\\n",
              "0           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "1            ANGOLA  POLYGON ((11.75945 -17.25426, 11.75837 -17.254...   \n",
              "2             BENIN  POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...   \n",
              "3          BOTSWANA  POLYGON ((25.16312 -17.77816, 25.16383 -17.778...   \n",
              "4      BURKINA FASO  POLYGON ((-0.39571 15.01753, -0.38517 15.00288...   \n",
              "\n",
              "   index_right Country Name_right        Year  \\\n",
              "0            0            Algeria  2007-01-01   \n",
              "1            1             Angola  2007-01-01   \n",
              "2            2              Benin  2007-01-01   \n",
              "3            3           Botswana  2007-01-01   \n",
              "4            4       Burkina Faso  2007-01-01   \n",
              "\n",
              "   Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                               0.01     \n",
              "1                                             286.72     \n",
              "2                                             480.24     \n",
              "3                                               1.03     \n",
              "4                                             503.80     \n",
              "\n",
              "   Malaria cases reported  Malaria death  \\\n",
              "0                    26.0              0   \n",
              "1               1533485.0          18237   \n",
              "2                     0.0          12034   \n",
              "3                   390.0              3   \n",
              "4                 44246.0          31272   \n",
              "\n",
              "   Use of insecticide-treated bed net in total population  \\\n",
              "0                                             4.7625        \n",
              "1                                            18.0000        \n",
              "2                                             2.8125        \n",
              "3                                            21.6500        \n",
              "4                                            24.9200        \n",
              "\n",
              "   Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                             4.9125                                         \n",
              "1                                            29.8000                                         \n",
              "2                                            18.6750                                         \n",
              "3                                            73.8625                                         \n",
              "4                                            67.0625                                         \n",
              "\n",
              "   ...  \\\n",
              "0  ...   \n",
              "1  ...   \n",
              "2  ...   \n",
              "3  ...   \n",
              "4  ...   \n",
              "\n",
              "   People using at least basic drinking water services, rural (% of rural population)  \\\n",
              "0                                              85.83                                    \n",
              "1                                              23.77                                    \n",
              "2                                              54.92                                    \n",
              "3                                              57.60                                    \n",
              "4                                              45.13                                    \n",
              "\n",
              "   People using at least basic drinking water services, urban (% of urban population)  \\\n",
              "0                                              94.78                                    \n",
              "1                                              65.83                                    \n",
              "2                                              76.24                                    \n",
              "3                                              94.35                                    \n",
              "4                                              76.15                                    \n",
              "\n",
              "   People using at least basic sanitation services (% of population)  \\\n",
              "0                                              85.85                   \n",
              "1                                              37.26                   \n",
              "2                                              11.80                   \n",
              "3                                              61.60                   \n",
              "4                                              15.60                   \n",
              "\n",
              "   People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                              76.94                                \n",
              "1                                              14.00                                \n",
              "2                                               4.29                                \n",
              "3                                              39.99                                \n",
              "4                                               6.38                                \n",
              "\n",
              "   People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                              90.57                                 \n",
              "1                                              54.44                                 \n",
              "2                                              22.36                                 \n",
              "3                                              77.30                                 \n",
              "4                                              46.49                                 \n",
              "\n",
              "    latitude  longitude  Total Malaria Cases  Mortality Rate  Prevalence Rate  \n",
              "0  28.033886   1.659626         3.398383e+02        0.000000     7.650698e-07  \n",
              "1 -11.202692  17.873887         5.995225e+06        0.000872     7.333851e-02  \n",
              "2   9.307690   2.315834         4.153001e+06        0.001392     0.000000e+00  \n",
              "3 -22.328474  24.684866         2.025986e+03        0.000002     1.982738e-04  \n",
              "4  12.238333  -1.561593         7.434614e+06        0.002119     2.998291e-03  \n",
              "\n",
              "[5 rows x 29 columns]"
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              "      <th></th>\n",
              "      <th>Country Name_left</th>\n",
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              "      <th>...</th>\n",
              "      <th>People using at least basic drinking water services, rural (% of rural population)</th>\n",
              "      <th>People using at least basic drinking water services, urban (% of urban population)</th>\n",
              "      <th>People using at least basic sanitation services (% of population)</th>\n",
              "      <th>People using at least basic sanitation services, rural (% of rural population)</th>\n",
              "      <th>People using at least basic sanitation services, urban  (% of urban population)</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>Total Malaria Cases</th>\n",
              "      <th>Mortality Rate</th>\n",
              "      <th>Prevalence Rate</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>POLYGON ((-3.55328 31.06993, -3.55351 31.07054...</td>\n",
              "      <td>0</td>\n",
              "      <td>Algeria</td>\n",
              "      <td>2007-01-01</td>\n",
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              "      <td>0</td>\n",
              "      <td>4.7625</td>\n",
              "      <td>4.9125</td>\n",
              "      <td>...</td>\n",
              "      <td>85.83</td>\n",
              "      <td>94.78</td>\n",
              "      <td>85.85</td>\n",
              "      <td>76.94</td>\n",
              "      <td>90.57</td>\n",
              "      <td>28.033886</td>\n",
              "      <td>1.659626</td>\n",
              "      <td>3.398383e+02</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>7.650698e-07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ANGOLA</td>\n",
              "      <td>POLYGON ((11.75945 -17.25426, 11.75837 -17.254...</td>\n",
              "      <td>1</td>\n",
              "      <td>Angola</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>286.72</td>\n",
              "      <td>1533485.0</td>\n",
              "      <td>18237</td>\n",
              "      <td>18.0000</td>\n",
              "      <td>29.8000</td>\n",
              "      <td>...</td>\n",
              "      <td>23.77</td>\n",
              "      <td>65.83</td>\n",
              "      <td>37.26</td>\n",
              "      <td>14.00</td>\n",
              "      <td>54.44</td>\n",
              "      <td>-11.202692</td>\n",
              "      <td>17.873887</td>\n",
              "      <td>5.995225e+06</td>\n",
              "      <td>0.000872</td>\n",
              "      <td>7.333851e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>BENIN</td>\n",
              "      <td>POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...</td>\n",
              "      <td>2</td>\n",
              "      <td>Benin</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>480.24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12034</td>\n",
              "      <td>2.8125</td>\n",
              "      <td>18.6750</td>\n",
              "      <td>...</td>\n",
              "      <td>54.92</td>\n",
              "      <td>76.24</td>\n",
              "      <td>11.80</td>\n",
              "      <td>4.29</td>\n",
              "      <td>22.36</td>\n",
              "      <td>9.307690</td>\n",
              "      <td>2.315834</td>\n",
              "      <td>4.153001e+06</td>\n",
              "      <td>0.001392</td>\n",
              "      <td>0.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>BOTSWANA</td>\n",
              "      <td>POLYGON ((25.16312 -17.77816, 25.16383 -17.778...</td>\n",
              "      <td>3</td>\n",
              "      <td>Botswana</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>1.03</td>\n",
              "      <td>390.0</td>\n",
              "      <td>3</td>\n",
              "      <td>21.6500</td>\n",
              "      <td>73.8625</td>\n",
              "      <td>...</td>\n",
              "      <td>57.60</td>\n",
              "      <td>94.35</td>\n",
              "      <td>61.60</td>\n",
              "      <td>39.99</td>\n",
              "      <td>77.30</td>\n",
              "      <td>-22.328474</td>\n",
              "      <td>24.684866</td>\n",
              "      <td>2.025986e+03</td>\n",
              "      <td>0.000002</td>\n",
              "      <td>1.982738e-04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>BURKINA FASO</td>\n",
              "      <td>POLYGON ((-0.39571 15.01753, -0.38517 15.00288...</td>\n",
              "      <td>4</td>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>503.80</td>\n",
              "      <td>44246.0</td>\n",
              "      <td>31272</td>\n",
              "      <td>24.9200</td>\n",
              "      <td>67.0625</td>\n",
              "      <td>...</td>\n",
              "      <td>45.13</td>\n",
              "      <td>76.15</td>\n",
              "      <td>15.60</td>\n",
              "      <td>6.38</td>\n",
              "      <td>46.49</td>\n",
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              "      <td>-1.561593</td>\n",
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              "      <td>2.998291e-03</td>\n",
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              "<p>5 rows × 29 columns</p>\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-26809f1d-4bce-434a-9b7a-a28f19b9a726 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-26809f1d-4bce-434a-9b7a-a28f19b9a726');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-1e23c962-1916-4f8f-ab5d-9091073397fe\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1e23c962-1916-4f8f-ab5d-9091073397fe')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-1e23c962-1916-4f8f-ab5d-9091073397fe button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "sorted_merged_gdf.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "C634l8pWuOG9"
      },
      "source": [
        "I have converted the point geomety type to a polygon geometry type to make spatial visualization possible"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "otGn9q9unKDX",
        "outputId": "d2d05cf7-d6f5-49e1-b198-3491dc3c92bf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "sorted_merged_gdf.plot()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763
        },
        "id": "FrwZ9yGdDPOq",
        "outputId": "b008bda8-72b1-4abe-814a-aa131e3c4528"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7cb4fca85090>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_8e370da501e82c57d32af989da61deab {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_8e370da501e82c57d32af989da61deab&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_8e370da501e82c57d32af989da61deab = L.map(\n",
              "                &quot;map_8e370da501e82c57d32af989da61deab&quot;,\n",
              "                {\n",
              "                    center: [0.0, 0.0],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 2,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_85f73bae1a1d0a9b28e39896ad58418b = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var feature_group_eb4d525988cee97c5fd702a569cab13b = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_d984fca06a372a5e068390829541e864 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_0f916227d6562100e8cb591dcff66843 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9b50de0e996133b2eb7dbac3085a4362 = $(`&lt;div id=&quot;html_9b50de0e996133b2eb7dbac3085a4362&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.01&lt;/div&gt;`)[0];\n",
              "                popup_0f916227d6562100e8cb591dcff66843.setContent(html_9b50de0e996133b2eb7dbac3085a4362);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d984fca06a372a5e068390829541e864.bindPopup(popup_0f916227d6562100e8cb591dcff66843)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca08b1e2bf589fbf6ef79b2b93aaf880 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_f645b03398f8752d99db2d6f899d68cf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cb49f256fb5e45cca12c99ab62c8feb4 = $(`&lt;div id=&quot;html_cb49f256fb5e45cca12c99ab62c8feb4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 286.72&lt;/div&gt;`)[0];\n",
              "                popup_f645b03398f8752d99db2d6f899d68cf.setContent(html_cb49f256fb5e45cca12c99ab62c8feb4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca08b1e2bf589fbf6ef79b2b93aaf880.bindPopup(popup_f645b03398f8752d99db2d6f899d68cf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a15aea214c6efebf96610bfcefc034f = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_c6e2e7edb302dc548576f2647f62bcf7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e4eb54081af1a1407a4b9b4a2fb41c2 = $(`&lt;div id=&quot;html_1e4eb54081af1a1407a4b9b4a2fb41c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 480.24&lt;/div&gt;`)[0];\n",
              "                popup_c6e2e7edb302dc548576f2647f62bcf7.setContent(html_1e4eb54081af1a1407a4b9b4a2fb41c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a15aea214c6efebf96610bfcefc034f.bindPopup(popup_c6e2e7edb302dc548576f2647f62bcf7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d3d31552ffdb3e16366b850d2c6a694 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#058300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#058300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_abd7db87597a6f2061eb606cae6d192c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_913fe964e407fb3053254c9259d2f7c7 = $(`&lt;div id=&quot;html_913fe964e407fb3053254c9259d2f7c7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 1.03&lt;/div&gt;`)[0];\n",
              "                popup_abd7db87597a6f2061eb606cae6d192c.setContent(html_913fe964e407fb3053254c9259d2f7c7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d3d31552ffdb3e16366b850d2c6a694.bindPopup(popup_abd7db87597a6f2061eb606cae6d192c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4cea87c3149d011059aaad86cab0561f = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_3150c1bf119405053c0e34bdaa7fb68f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0362723968ef219a6e94de6fc359531e = $(`&lt;div id=&quot;html_0362723968ef219a6e94de6fc359531e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 503.8&lt;/div&gt;`)[0];\n",
              "                popup_3150c1bf119405053c0e34bdaa7fb68f.setContent(html_0362723968ef219a6e94de6fc359531e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4cea87c3149d011059aaad86cab0561f.bindPopup(popup_3150c1bf119405053c0e34bdaa7fb68f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3153a21fa294d1f7295f8fd99fedcc4 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_4cd274ac30a884fa077504845dd989ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_66b3b1692a367ace4b99dc6f859c661e = $(`&lt;div id=&quot;html_66b3b1692a367ace4b99dc6f859c661e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 222.92&lt;/div&gt;`)[0];\n",
              "                popup_4cd274ac30a884fa077504845dd989ec.setContent(html_66b3b1692a367ace4b99dc6f859c661e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3153a21fa294d1f7295f8fd99fedcc4.bindPopup(popup_4cd274ac30a884fa077504845dd989ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_272be057e74151e4d90b8e16c4e2d4f0 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_1caaacb7b00447ffab02671fea011e0f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa1da82ce77d28bfcaff1e57c2aa292e = $(`&lt;div id=&quot;html_aa1da82ce77d28bfcaff1e57c2aa292e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 386.68&lt;/div&gt;`)[0];\n",
              "                popup_1caaacb7b00447ffab02671fea011e0f.setContent(html_aa1da82ce77d28bfcaff1e57c2aa292e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_272be057e74151e4d90b8e16c4e2d4f0.bindPopup(popup_1caaacb7b00447ffab02671fea011e0f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26105548553eda5fdedb581e97512e96 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_afbe0d698cd958d8a3e33016e3f0a092 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ee674f42d05d42b133773eaa2402c83 = $(`&lt;div id=&quot;html_6ee674f42d05d42b133773eaa2402c83&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 471.11&lt;/div&gt;`)[0];\n",
              "                popup_afbe0d698cd958d8a3e33016e3f0a092.setContent(html_6ee674f42d05d42b133773eaa2402c83);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26105548553eda5fdedb581e97512e96.bindPopup(popup_afbe0d698cd958d8a3e33016e3f0a092)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a8832291540ec19e726c2dc3527358d5 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_11cf2ba8edf53adccf33bca60060c8c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0038739983a022be3cf5778ec2661378 = $(`&lt;div id=&quot;html_0038739983a022be3cf5778ec2661378&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 210.71&lt;/div&gt;`)[0];\n",
              "                popup_11cf2ba8edf53adccf33bca60060c8c6.setContent(html_0038739983a022be3cf5778ec2661378);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a8832291540ec19e726c2dc3527358d5.bindPopup(popup_11cf2ba8edf53adccf33bca60060c8c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a29c58d182ff7c1fb476c3ee1e026b2e = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#138a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#138a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_25ef1b5f3b512b27fa8c2e33ca4bdd45 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_56a913fe0cfcd736d658f7195bec930a = $(`&lt;div id=&quot;html_56a913fe0cfcd736d658f7195bec930a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 3.84&lt;/div&gt;`)[0];\n",
              "                popup_25ef1b5f3b512b27fa8c2e33ca4bdd45.setContent(html_56a913fe0cfcd736d658f7195bec930a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a29c58d182ff7c1fb476c3ee1e026b2e.bindPopup(popup_25ef1b5f3b512b27fa8c2e33ca4bdd45)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ae1f7de20a454617d015dd9bf60a89ab = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_0a7cf73c2d5dd43e0caa1a994a625790 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49d84c8e427641ec528db507f2153fae = $(`&lt;div id=&quot;html_49d84c8e427641ec528db507f2153fae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 398.15&lt;/div&gt;`)[0];\n",
              "                popup_0a7cf73c2d5dd43e0caa1a994a625790.setContent(html_49d84c8e427641ec528db507f2153fae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ae1f7de20a454617d015dd9bf60a89ab.bindPopup(popup_0a7cf73c2d5dd43e0caa1a994a625790)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_10b2d541767f968e23e21ae6471b67e3 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_b6385979f312ee0f6a7a01e6fa7f25ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b6009bd22d45090c3d8c70b14bbd188 = $(`&lt;div id=&quot;html_4b6009bd22d45090c3d8c70b14bbd188&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.29&lt;/div&gt;`)[0];\n",
              "                popup_b6385979f312ee0f6a7a01e6fa7f25ad.setContent(html_4b6009bd22d45090c3d8c70b14bbd188);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_10b2d541767f968e23e21ae6471b67e3.bindPopup(popup_b6385979f312ee0f6a7a01e6fa7f25ad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_831abb277c3f97de0f9e58311c78c0b5 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_94c11808379b49ea055952ece980eb08 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad2b5c6ce9971645c1ef02106cf2c30c = $(`&lt;div id=&quot;html_ad2b5c6ce9971645c1ef02106cf2c30c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 110.66&lt;/div&gt;`)[0];\n",
              "                popup_94c11808379b49ea055952ece980eb08.setContent(html_ad2b5c6ce9971645c1ef02106cf2c30c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_831abb277c3f97de0f9e58311c78c0b5.bindPopup(popup_94c11808379b49ea055952ece980eb08)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b26fe82e4bd7caa17b48e33f010a529f = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_b9849c6cc2361258f8d119013d1b8b74 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a692dfe45bc53034a73538d50ec9736d = $(`&lt;div id=&quot;html_a692dfe45bc53034a73538d50ec9736d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 322.33&lt;/div&gt;`)[0];\n",
              "                popup_b9849c6cc2361258f8d119013d1b8b74.setContent(html_a692dfe45bc53034a73538d50ec9736d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b26fe82e4bd7caa17b48e33f010a529f.bindPopup(popup_b9849c6cc2361258f8d119013d1b8b74)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_99f6ec2f5e4f2c057304bbc23b6aac05 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_9348c72b4f0e6b8a6a2c0d21340dc881 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0d50380c78123ddd61ed3c0d879e479 = $(`&lt;div id=&quot;html_e0d50380c78123ddd61ed3c0d879e479&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 343.69&lt;/div&gt;`)[0];\n",
              "                popup_9348c72b4f0e6b8a6a2c0d21340dc881.setContent(html_e0d50380c78123ddd61ed3c0d879e479);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_99f6ec2f5e4f2c057304bbc23b6aac05.bindPopup(popup_9348c72b4f0e6b8a6a2c0d21340dc881)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cf678b4e7884d8f08102b49d78c38f26 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_73305795995a493927b7bded3f80059f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ab8688a6c5f915bd96d36af6a9ac1b6a = $(`&lt;div id=&quot;html_ab8688a6c5f915bd96d36af6a9ac1b6a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 72.81&lt;/div&gt;`)[0];\n",
              "                popup_73305795995a493927b7bded3f80059f.setContent(html_ab8688a6c5f915bd96d36af6a9ac1b6a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cf678b4e7884d8f08102b49d78c38f26.bindPopup(popup_73305795995a493927b7bded3f80059f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cbcd6b512b6523b1ff95b17cb8e6253e = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_0ba1248744167392b7e844fe006b426a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4eea92a7974984678518be6625d4ac0d = $(`&lt;div id=&quot;html_4eea92a7974984678518be6625d4ac0d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 78.02&lt;/div&gt;`)[0];\n",
              "                popup_0ba1248744167392b7e844fe006b426a.setContent(html_4eea92a7974984678518be6625d4ac0d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cbcd6b512b6523b1ff95b17cb8e6253e.bindPopup(popup_0ba1248744167392b7e844fe006b426a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a5cd6560356bc80a35715d6e419b8b2 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_309858808c5dbf73df9589cde6f813dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a3dd8d8002fd8278e3939e49be717fb6 = $(`&lt;div id=&quot;html_a3dd8d8002fd8278e3939e49be717fb6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 78.02&lt;/div&gt;`)[0];\n",
              "                popup_309858808c5dbf73df9589cde6f813dd.setContent(html_a3dd8d8002fd8278e3939e49be717fb6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a5cd6560356bc80a35715d6e419b8b2.bindPopup(popup_309858808c5dbf73df9589cde6f813dd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5ef5be9b9c28df5907b45ecce9153326 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_27557a68bcce80b181845bb7297a8df2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cabc81eed16b6777ff24e25b794acb13 = $(`&lt;div id=&quot;html_cabc81eed16b6777ff24e25b794acb13&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 383.18&lt;/div&gt;`)[0];\n",
              "                popup_27557a68bcce80b181845bb7297a8df2.setContent(html_cabc81eed16b6777ff24e25b794acb13);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5ef5be9b9c28df5907b45ecce9153326.bindPopup(popup_27557a68bcce80b181845bb7297a8df2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21ad395c75f2429993b5496755f01bf7 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_5b8c836e9c80ec9a801020ee78649cf1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ab46080ea690ec118f4bec2a03226a4c = $(`&lt;div id=&quot;html_ab46080ea690ec118f4bec2a03226a4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_5b8c836e9c80ec9a801020ee78649cf1.setContent(html_ab46080ea690ec118f4bec2a03226a4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21ad395c75f2429993b5496755f01bf7.bindPopup(popup_5b8c836e9c80ec9a801020ee78649cf1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5fe016ef56b61de27aa531577b64b38b = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#74ba00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#74ba00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_703b74d3282013e80f17b94c223fe02d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74c450c4ae430549f847ad9c106e9d44 = $(`&lt;div id=&quot;html_74c450c4ae430549f847ad9c106e9d44&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 22.78&lt;/div&gt;`)[0];\n",
              "                popup_703b74d3282013e80f17b94c223fe02d.setContent(html_74c450c4ae430549f847ad9c106e9d44);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5fe016ef56b61de27aa531577b64b38b.bindPopup(popup_703b74d3282013e80f17b94c223fe02d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d67232e1ad8f02cff9071321516870a3 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_8cd8009a8dd184e919227afd52dc3beb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_916c8b7621360cad9ced678edabd5113 = $(`&lt;div id=&quot;html_916c8b7621360cad9ced678edabd5113&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_8cd8009a8dd184e919227afd52dc3beb.setContent(html_916c8b7621360cad9ced678edabd5113);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d67232e1ad8f02cff9071321516870a3.bindPopup(popup_8cd8009a8dd184e919227afd52dc3beb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06cbef00ad480aa1e1da2dff87da5357 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_d513735fe5e5e60435992faefc0b2b8f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b16c3714171e8b8b46a910690f013de = $(`&lt;div id=&quot;html_5b16c3714171e8b8b46a910690f013de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 399.45&lt;/div&gt;`)[0];\n",
              "                popup_d513735fe5e5e60435992faefc0b2b8f.setContent(html_5b16c3714171e8b8b46a910690f013de);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06cbef00ad480aa1e1da2dff87da5357.bindPopup(popup_d513735fe5e5e60435992faefc0b2b8f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6850bfca7d8550ca298def58dd0b1db1 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#42a100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#42a100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_9079f4416f0568ac84c0766156a80ca1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c01da3544d76c100cf0a0425bf49153a = $(`&lt;div id=&quot;html_c01da3544d76c100cf0a0425bf49153a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 12.97&lt;/div&gt;`)[0];\n",
              "                popup_9079f4416f0568ac84c0766156a80ca1.setContent(html_c01da3544d76c100cf0a0425bf49153a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6850bfca7d8550ca298def58dd0b1db1.bindPopup(popup_9079f4416f0568ac84c0766156a80ca1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d944ed8966a57c369e6a46ff2153b46 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_059aab23e7e9c09738baf40e440f7309 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_759994670859ea1e8f5e072c976ed39f = $(`&lt;div id=&quot;html_759994670859ea1e8f5e072c976ed39f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 386.68&lt;/div&gt;`)[0];\n",
              "                popup_059aab23e7e9c09738baf40e440f7309.setContent(html_759994670859ea1e8f5e072c976ed39f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d944ed8966a57c369e6a46ff2153b46.bindPopup(popup_059aab23e7e9c09738baf40e440f7309)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4aa167491bb9b38666037fcddafc160e = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_612ea87442b82508b288c2829f8d1cb8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0fd1228f96b14188ad5bcbfd18b6644 = $(`&lt;div id=&quot;html_b0fd1228f96b14188ad5bcbfd18b6644&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 421.33&lt;/div&gt;`)[0];\n",
              "                popup_612ea87442b82508b288c2829f8d1cb8.setContent(html_b0fd1228f96b14188ad5bcbfd18b6644);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4aa167491bb9b38666037fcddafc160e.bindPopup(popup_612ea87442b82508b288c2829f8d1cb8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4110844992ca15e2fb519321ea610670 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_3cb66324c464225491540d07f2c6f5c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2213652b361e3f02689c986e97d1113d = $(`&lt;div id=&quot;html_2213652b361e3f02689c986e97d1113d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 90.64&lt;/div&gt;`)[0];\n",
              "                popup_3cb66324c464225491540d07f2c6f5c3.setContent(html_2213652b361e3f02689c986e97d1113d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4110844992ca15e2fb519321ea610670.bindPopup(popup_3cb66324c464225491540d07f2c6f5c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_44a0212cbfae3ff33e55182984b471ac = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4aa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4aa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_dbd87619245427adfe7462a0d0ea019b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_271a23e07642120c62ac1dedb438912a = $(`&lt;div id=&quot;html_271a23e07642120c62ac1dedb438912a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 14.56&lt;/div&gt;`)[0];\n",
              "                popup_dbd87619245427adfe7462a0d0ea019b.setContent(html_271a23e07642120c62ac1dedb438912a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_44a0212cbfae3ff33e55182984b471ac.bindPopup(popup_dbd87619245427adfe7462a0d0ea019b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4aa6f63422ced7f83235488192e260a4 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_54b125a0556701fe937b36ff001847f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6fe7d9de2a33826824002bfd4b72d0c5 = $(`&lt;div id=&quot;html_6fe7d9de2a33826824002bfd4b72d0c5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 101.91&lt;/div&gt;`)[0];\n",
              "                popup_54b125a0556701fe937b36ff001847f2.setContent(html_6fe7d9de2a33826824002bfd4b72d0c5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4aa6f63422ced7f83235488192e260a4.bindPopup(popup_54b125a0556701fe937b36ff001847f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b4018ed3e254831f7b5d6f4456cb1af = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_17fdab683b0a6d3ab86f7edb55e074d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_315aa6c7d74dfdc3ce1fde2736f381dd = $(`&lt;div id=&quot;html_315aa6c7d74dfdc3ce1fde2736f381dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 101.91&lt;/div&gt;`)[0];\n",
              "                popup_17fdab683b0a6d3ab86f7edb55e074d0.setContent(html_315aa6c7d74dfdc3ce1fde2736f381dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b4018ed3e254831f7b5d6f4456cb1af.bindPopup(popup_17fdab683b0a6d3ab86f7edb55e074d0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eddcda9db2fd55a5c531e3a732455016 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_a447427a5d3842fa70a0f9985f15eb67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9311ed6b36c2b9dc9ab94b3b2df23562 = $(`&lt;div id=&quot;html_9311ed6b36c2b9dc9ab94b3b2df23562&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 379.94&lt;/div&gt;`)[0];\n",
              "                popup_a447427a5d3842fa70a0f9985f15eb67.setContent(html_9311ed6b36c2b9dc9ab94b3b2df23562);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eddcda9db2fd55a5c531e3a732455016.bindPopup(popup_a447427a5d3842fa70a0f9985f15eb67)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f674bc6f386d73da33d2e799ccb7acd5 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_1e471052083940f517b56a44579fcc58 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff162406524da5b23567099aa0699e34 = $(`&lt;div id=&quot;html_ff162406524da5b23567099aa0699e34&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 100.56&lt;/div&gt;`)[0];\n",
              "                popup_1e471052083940f517b56a44579fcc58.setContent(html_ff162406524da5b23567099aa0699e34);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f674bc6f386d73da33d2e799ccb7acd5.bindPopup(popup_1e471052083940f517b56a44579fcc58)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_be33c9c52457e472eb77402971c739fb = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#068300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#068300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_66a6aa215cc1194b4d11f8f76a7e351c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e6e296304054e38627fcdfcd0a59e8c = $(`&lt;div id=&quot;html_1e6e296304054e38627fcdfcd0a59e8c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 1.29&lt;/div&gt;`)[0];\n",
              "                popup_66a6aa215cc1194b4d11f8f76a7e351c.setContent(html_1e6e296304054e38627fcdfcd0a59e8c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be33c9c52457e472eb77402971c739fb.bindPopup(popup_66a6aa215cc1194b4d11f8f76a7e351c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2f7a4243db6d1a86898585578583d14 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_9585e01d0c14f9ed747367476ed7fa96 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bd4f6febf7c6b586b0c7dbb07beb8bc3 = $(`&lt;div id=&quot;html_bd4f6febf7c6b586b0c7dbb07beb8bc3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 276.75&lt;/div&gt;`)[0];\n",
              "                popup_9585e01d0c14f9ed747367476ed7fa96.setContent(html_bd4f6febf7c6b586b0c7dbb07beb8bc3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2f7a4243db6d1a86898585578583d14.bindPopup(popup_9585e01d0c14f9ed747367476ed7fa96)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f376ace86b7e668fb4771fd0b90b81b7 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d2e900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d2e900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_3eba54d3ec7f7981f8c3cb029e23fbd6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_89307128099eefc9a41f53fc0ed87e24 = $(`&lt;div id=&quot;html_89307128099eefc9a41f53fc0ed87e24&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 41.08&lt;/div&gt;`)[0];\n",
              "                popup_3eba54d3ec7f7981f8c3cb029e23fbd6.setContent(html_89307128099eefc9a41f53fc0ed87e24);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f376ace86b7e668fb4771fd0b90b81b7.bindPopup(popup_3eba54d3ec7f7981f8c3cb029e23fbd6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4945cbc8981891361dfe1f3716fb8b5b = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_c747f54df7598dfb1f67d0f3a22c702f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0fae43f39d62c901ac7c2e9af9b52f17 = $(`&lt;div id=&quot;html_0fae43f39d62c901ac7c2e9af9b52f17&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 434.49&lt;/div&gt;`)[0];\n",
              "                popup_c747f54df7598dfb1f67d0f3a22c702f.setContent(html_0fae43f39d62c901ac7c2e9af9b52f17);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4945cbc8981891361dfe1f3716fb8b5b.bindPopup(popup_c747f54df7598dfb1f67d0f3a22c702f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_700db4d6e058fdee6368920f9ceecdf0 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_2cefff1b9d3ffd14e3608f4e9d3a485a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9e133b0c9944ed3bfa4ec7683f3e29ee = $(`&lt;div id=&quot;html_9e133b0c9944ed3bfa4ec7683f3e29ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 434.49&lt;/div&gt;`)[0];\n",
              "                popup_2cefff1b9d3ffd14e3608f4e9d3a485a.setContent(html_9e133b0c9944ed3bfa4ec7683f3e29ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_700db4d6e058fdee6368920f9ceecdf0.bindPopup(popup_2cefff1b9d3ffd14e3608f4e9d3a485a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_01a10d32352775e15100f75da0c5f885 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_5082bda43a992861ea278ce2ddd6b0f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43c426d43c2d9ead9ee0eeec5da12f73 = $(`&lt;div id=&quot;html_43c426d43c2d9ead9ee0eeec5da12f73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 377.94&lt;/div&gt;`)[0];\n",
              "                popup_5082bda43a992861ea278ce2ddd6b0f7.setContent(html_43c426d43c2d9ead9ee0eeec5da12f73);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_01a10d32352775e15100f75da0c5f885.bindPopup(popup_5082bda43a992861ea278ce2ddd6b0f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_68dee54ff739d02bdbc9b2085b98504b = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_10b44ad007a5f6eea06d167636761ead = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a90a1b69aa01c47c07806eb5a9b7a6f = $(`&lt;div id=&quot;html_0a90a1b69aa01c47c07806eb5a9b7a6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 195.74&lt;/div&gt;`)[0];\n",
              "                popup_10b44ad007a5f6eea06d167636761ead.setContent(html_0a90a1b69aa01c47c07806eb5a9b7a6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_68dee54ff739d02bdbc9b2085b98504b.bindPopup(popup_10b44ad007a5f6eea06d167636761ead)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4689c08d93547e25d7124c10494a3135 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_eb4d525988cee97c5fd702a569cab13b);\n",
              "        \n",
              "    \n",
              "        var popup_ca5472109a46d727c09aca3a184ee69f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7611e94501cf4bb13602e16cc4991c28 = $(`&lt;div id=&quot;html_7611e94501cf4bb13602e16cc4991c28&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 175.12&lt;/div&gt;`)[0];\n",
              "                popup_ca5472109a46d727c09aca3a184ee69f.setContent(html_7611e94501cf4bb13602e16cc4991c28);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4689c08d93547e25d7124c10494a3135.bindPopup(popup_ca5472109a46d727c09aca3a184ee69f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_4c74461511883574ae552f0dc99798cf = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_f6ab2b08b08c419f4ad19eeb542c3a95 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_dd8f14a58c71dbd58a944a28fd53374d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_62103df456f6b9d271f13793b8192856 = $(`&lt;div id=&quot;html_62103df456f6b9d271f13793b8192856&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_dd8f14a58c71dbd58a944a28fd53374d.setContent(html_62103df456f6b9d271f13793b8192856);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f6ab2b08b08c419f4ad19eeb542c3a95.bindPopup(popup_dd8f14a58c71dbd58a944a28fd53374d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4b224ac17aeefff8026b066c5a8516e2 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_873bdd255a6f297c5397df40c762e642 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fb235a478137f3340588f765da003a70 = $(`&lt;div id=&quot;html_fb235a478137f3340588f765da003a70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 241.19&lt;/div&gt;`)[0];\n",
              "                popup_873bdd255a6f297c5397df40c762e642.setContent(html_fb235a478137f3340588f765da003a70);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4b224ac17aeefff8026b066c5a8516e2.bindPopup(popup_873bdd255a6f297c5397df40c762e642)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_161ca7d389e4e4714639bbaccec7fa11 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_94bc821bdfe8d90bb5056467df9334ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_57d6faaa1057cc03e5a0c88844e831c0 = $(`&lt;div id=&quot;html_57d6faaa1057cc03e5a0c88844e831c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 453.17&lt;/div&gt;`)[0];\n",
              "                popup_94bc821bdfe8d90bb5056467df9334ae.setContent(html_57d6faaa1057cc03e5a0c88844e831c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_161ca7d389e4e4714639bbaccec7fa11.bindPopup(popup_94bc821bdfe8d90bb5056467df9334ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6d51006ab0b59e2bbf45246573293a41 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_54e77512f64e754005e06fcfbfc6d278 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a758960bbb16856498353f64b480b73 = $(`&lt;div id=&quot;html_4a758960bbb16856498353f64b480b73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 1.93&lt;/div&gt;`)[0];\n",
              "                popup_54e77512f64e754005e06fcfbfc6d278.setContent(html_4a758960bbb16856498353f64b480b73);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6d51006ab0b59e2bbf45246573293a41.bindPopup(popup_54e77512f64e754005e06fcfbfc6d278)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a028aca32b284badfcc88271935a8e14 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_a012fb8c6b27657b33263ce5c276ce82 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a71b6da0a626c4042d5c5acf1c0b15d0 = $(`&lt;div id=&quot;html_a71b6da0a626c4042d5c5acf1c0b15d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 533.39&lt;/div&gt;`)[0];\n",
              "                popup_a012fb8c6b27657b33263ce5c276ce82.setContent(html_a71b6da0a626c4042d5c5acf1c0b15d0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a028aca32b284badfcc88271935a8e14.bindPopup(popup_a012fb8c6b27657b33263ce5c276ce82)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f648d5b7db0bd4eaeb8357ed0419728 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_3e236cb7f4cb2cb0a0e8dfe716ed7a67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf5dc1a1f507e121553fc201cc0bec99 = $(`&lt;div id=&quot;html_bf5dc1a1f507e121553fc201cc0bec99&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 222.77&lt;/div&gt;`)[0];\n",
              "                popup_3e236cb7f4cb2cb0a0e8dfe716ed7a67.setContent(html_bf5dc1a1f507e121553fc201cc0bec99);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f648d5b7db0bd4eaeb8357ed0419728.bindPopup(popup_3e236cb7f4cb2cb0a0e8dfe716ed7a67)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37791afa2b402e58a25cc54ebcbf8603 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_52ad6622c9ef0483c4532519213c32ff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0d696cc32fb6657243e528dfb0f1656 = $(`&lt;div id=&quot;html_e0d696cc32fb6657243e528dfb0f1656&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 358.72&lt;/div&gt;`)[0];\n",
              "                popup_52ad6622c9ef0483c4532519213c32ff.setContent(html_e0d696cc32fb6657243e528dfb0f1656);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37791afa2b402e58a25cc54ebcbf8603.bindPopup(popup_52ad6622c9ef0483c4532519213c32ff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f0e101782e924c647552822bf239bf1 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_fdfac81188c72321e2e3630f08f9b467 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3bbab5b8a6391ed7db4e7232ee401b2 = $(`&lt;div id=&quot;html_c3bbab5b8a6391ed7db4e7232ee401b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 461.79&lt;/div&gt;`)[0];\n",
              "                popup_fdfac81188c72321e2e3630f08f9b467.setContent(html_c3bbab5b8a6391ed7db4e7232ee401b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f0e101782e924c647552822bf239bf1.bindPopup(popup_fdfac81188c72321e2e3630f08f9b467)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d43dcadd684c51905c15099fb548cc51 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_f7b2dc4c13913eb97a2111750e0ab6f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8f9cc0b227f7b515a17286d0eaed1414 = $(`&lt;div id=&quot;html_8f9cc0b227f7b515a17286d0eaed1414&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 215.1&lt;/div&gt;`)[0];\n",
              "                popup_f7b2dc4c13913eb97a2111750e0ab6f8.setContent(html_8f9cc0b227f7b515a17286d0eaed1414);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d43dcadd684c51905c15099fb548cc51.bindPopup(popup_f7b2dc4c13913eb97a2111750e0ab6f8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_85095914021ca29d8000adbb86807c85 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#138a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#138a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_badea32d576a139fe496a96c3d36fa39 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06b769fda5985c206afa32da6fa0adde = $(`&lt;div id=&quot;html_06b769fda5985c206afa32da6fa0adde&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 3.74&lt;/div&gt;`)[0];\n",
              "                popup_badea32d576a139fe496a96c3d36fa39.setContent(html_06b769fda5985c206afa32da6fa0adde);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_85095914021ca29d8000adbb86807c85.bindPopup(popup_badea32d576a139fe496a96c3d36fa39)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dce01b68165d3e9bb2d3115df6587ccf = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_bff2ea7c9703046ec2e04f7bed3df099 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51ab9651ca810205f319c60dc0a0ee7a = $(`&lt;div id=&quot;html_51ab9651ca810205f319c60dc0a0ee7a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 378.24&lt;/div&gt;`)[0];\n",
              "                popup_bff2ea7c9703046ec2e04f7bed3df099.setContent(html_51ab9651ca810205f319c60dc0a0ee7a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dce01b68165d3e9bb2d3115df6587ccf.bindPopup(popup_bff2ea7c9703046ec2e04f7bed3df099)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5cce76122fcde76b41f9b22ffb12e9ce = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_07b4d69bffb1db94cfcaf06f9d840ccf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bfd3e59a96e90ce5c63de520a418d76f = $(`&lt;div id=&quot;html_bfd3e59a96e90ce5c63de520a418d76f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.2&lt;/div&gt;`)[0];\n",
              "                popup_07b4d69bffb1db94cfcaf06f9d840ccf.setContent(html_bfd3e59a96e90ce5c63de520a418d76f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5cce76122fcde76b41f9b22ffb12e9ce.bindPopup(popup_07b4d69bffb1db94cfcaf06f9d840ccf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a16b42a5203d9444d7eb7e3f2d3cd995 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_cbf040d5117ea2001fe5302cc25f7a95 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96af551f45e1822d0dfd4993ad9f89f6 = $(`&lt;div id=&quot;html_96af551f45e1822d0dfd4993ad9f89f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 118.87&lt;/div&gt;`)[0];\n",
              "                popup_cbf040d5117ea2001fe5302cc25f7a95.setContent(html_96af551f45e1822d0dfd4993ad9f89f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a16b42a5203d9444d7eb7e3f2d3cd995.bindPopup(popup_cbf040d5117ea2001fe5302cc25f7a95)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8aa06e614413d8aa75e4ce0528300175 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_ad53de9ea32d07cf7758c61ee76094b1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_995065f7ad13712f709a87745d202aa5 = $(`&lt;div id=&quot;html_995065f7ad13712f709a87745d202aa5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 333.72&lt;/div&gt;`)[0];\n",
              "                popup_ad53de9ea32d07cf7758c61ee76094b1.setContent(html_995065f7ad13712f709a87745d202aa5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8aa06e614413d8aa75e4ce0528300175.bindPopup(popup_ad53de9ea32d07cf7758c61ee76094b1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f035aa7a5be883951a57791e87ac8844 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_dffbf2951591f40e0186df079eb14c8e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1bf092673a2d83813da8d8b5314caca = $(`&lt;div id=&quot;html_c1bf092673a2d83813da8d8b5314caca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 370.17&lt;/div&gt;`)[0];\n",
              "                popup_dffbf2951591f40e0186df079eb14c8e.setContent(html_c1bf092673a2d83813da8d8b5314caca);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f035aa7a5be883951a57791e87ac8844.bindPopup(popup_dffbf2951591f40e0186df079eb14c8e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4fc1d7290ece9e72035bdc3a2e1091d9 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_38a313c3022d15ca2271d2169475ed7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39e64a57ac46644a81acff575cbb9e38 = $(`&lt;div id=&quot;html_39e64a57ac46644a81acff575cbb9e38&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 89.02&lt;/div&gt;`)[0];\n",
              "                popup_38a313c3022d15ca2271d2169475ed7a.setContent(html_39e64a57ac46644a81acff575cbb9e38);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4fc1d7290ece9e72035bdc3a2e1091d9.bindPopup(popup_38a313c3022d15ca2271d2169475ed7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2086559c430ee0bf2045f2fcfafd2f18 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_1071d5b08b4623916d2621e1cd02a5cb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe3fa758389fe2ab8ab0238c51ad16b8 = $(`&lt;div id=&quot;html_fe3fa758389fe2ab8ab0238c51ad16b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 67.68&lt;/div&gt;`)[0];\n",
              "                popup_1071d5b08b4623916d2621e1cd02a5cb.setContent(html_fe3fa758389fe2ab8ab0238c51ad16b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2086559c430ee0bf2045f2fcfafd2f18.bindPopup(popup_1071d5b08b4623916d2621e1cd02a5cb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33d7937e2726d7001c62f7892d1eef76 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_6102c3b462b2496a82b2eb1fb3f98477 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d694db7b4670ce908aa2ee00db4fd4b4 = $(`&lt;div id=&quot;html_d694db7b4670ce908aa2ee00db4fd4b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 67.68&lt;/div&gt;`)[0];\n",
              "                popup_6102c3b462b2496a82b2eb1fb3f98477.setContent(html_d694db7b4670ce908aa2ee00db4fd4b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33d7937e2726d7001c62f7892d1eef76.bindPopup(popup_6102c3b462b2496a82b2eb1fb3f98477)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8e73cea98e67fd5cef60fa61039ccfc = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_5763b5c5abc0c67a3da48350bd5c6043 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_38722259a18045c29b3169a1182d0896 = $(`&lt;div id=&quot;html_38722259a18045c29b3169a1182d0896&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 383.33&lt;/div&gt;`)[0];\n",
              "                popup_5763b5c5abc0c67a3da48350bd5c6043.setContent(html_38722259a18045c29b3169a1182d0896);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8e73cea98e67fd5cef60fa61039ccfc.bindPopup(popup_5763b5c5abc0c67a3da48350bd5c6043)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6f26cebc28cb65b2f6fe45ae2a0f6bbe = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_ab96e4ceb0166950ad7ec28ea5ce24b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4bc46fc931b4ae3aba1e03a6e977766e = $(`&lt;div id=&quot;html_4bc46fc931b4ae3aba1e03a6e977766e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ab96e4ceb0166950ad7ec28ea5ce24b2.setContent(html_4bc46fc931b4ae3aba1e03a6e977766e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6f26cebc28cb65b2f6fe45ae2a0f6bbe.bindPopup(popup_ab96e4ceb0166950ad7ec28ea5ce24b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aa8370e554073aba53fa37d2efaf9116 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#78bc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#78bc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_6aff21fb29fc79ed173bf45b148f8432 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_42b135b163288775fae399ed2af56aa6 = $(`&lt;div id=&quot;html_42b135b163288775fae399ed2af56aa6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 23.47&lt;/div&gt;`)[0];\n",
              "                popup_6aff21fb29fc79ed173bf45b148f8432.setContent(html_42b135b163288775fae399ed2af56aa6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aa8370e554073aba53fa37d2efaf9116.bindPopup(popup_6aff21fb29fc79ed173bf45b148f8432)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_011d37a0c457a77197d2a6ee8cd5ad1d = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_a1e3e729456932309eb5d10615cf2055 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fb76d6212b63882e32fd7e16d2355eef = $(`&lt;div id=&quot;html_fb76d6212b63882e32fd7e16d2355eef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_a1e3e729456932309eb5d10615cf2055.setContent(html_fb76d6212b63882e32fd7e16d2355eef);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_011d37a0c457a77197d2a6ee8cd5ad1d.bindPopup(popup_a1e3e729456932309eb5d10615cf2055)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_078e770dbccf92d6e207836c709b3348 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_38f80c3b94f6646238abcbdbbaf9e77c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_04080c1ac647b5df6911b153329dfb0a = $(`&lt;div id=&quot;html_04080c1ac647b5df6911b153329dfb0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 399.79&lt;/div&gt;`)[0];\n",
              "                popup_38f80c3b94f6646238abcbdbbaf9e77c.setContent(html_04080c1ac647b5df6911b153329dfb0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_078e770dbccf92d6e207836c709b3348.bindPopup(popup_38f80c3b94f6646238abcbdbbaf9e77c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4ac2eb8f3528807a9a70105597153c7a = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#269300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#269300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_0fddf0e193e9d504ec88429fca16f558 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9e8f8ef944c1ae255bcd67ba99708d4 = $(`&lt;div id=&quot;html_a9e8f8ef944c1ae255bcd67ba99708d4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 7.46&lt;/div&gt;`)[0];\n",
              "                popup_0fddf0e193e9d504ec88429fca16f558.setContent(html_a9e8f8ef944c1ae255bcd67ba99708d4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4ac2eb8f3528807a9a70105597153c7a.bindPopup(popup_0fddf0e193e9d504ec88429fca16f558)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_665a73250c34c3442274c441f272ea1c = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_a2eb83dab853f7e8784feccd2809f9d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49448ce130781a92e7a6f29f75bbd14f = $(`&lt;div id=&quot;html_49448ce130781a92e7a6f29f75bbd14f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 409.1&lt;/div&gt;`)[0];\n",
              "                popup_a2eb83dab853f7e8784feccd2809f9d6.setContent(html_49448ce130781a92e7a6f29f75bbd14f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_665a73250c34c3442274c441f272ea1c.bindPopup(popup_a2eb83dab853f7e8784feccd2809f9d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2739014be3c3c2d157531c84132a7a6c = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_c08e5233ff58665a0996baadb92389d7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d1098e435dc2f1893235c5f2fd0aa5a = $(`&lt;div id=&quot;html_8d1098e435dc2f1893235c5f2fd0aa5a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 424.66&lt;/div&gt;`)[0];\n",
              "                popup_c08e5233ff58665a0996baadb92389d7.setContent(html_8d1098e435dc2f1893235c5f2fd0aa5a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2739014be3c3c2d157531c84132a7a6c.bindPopup(popup_c08e5233ff58665a0996baadb92389d7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5acec433b825bbe17d7dbc483c719b45 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_69d3ec172f47c9cd35056dede0101662 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_32209cf648beccd9f595726aff624434 = $(`&lt;div id=&quot;html_32209cf648beccd9f595726aff624434&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 72.03&lt;/div&gt;`)[0];\n",
              "                popup_69d3ec172f47c9cd35056dede0101662.setContent(html_32209cf648beccd9f595726aff624434);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5acec433b825bbe17d7dbc483c719b45.bindPopup(popup_69d3ec172f47c9cd35056dede0101662)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b181b9a229a419763f916506b0b5d913 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bbdd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bbdd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_764f2b05fd8f0e3839de4df17b4d4d80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_876926d1c4d8ffb7ec366c8b18f45db2 = $(`&lt;div id=&quot;html_876926d1c4d8ffb7ec366c8b18f45db2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 36.57&lt;/div&gt;`)[0];\n",
              "                popup_764f2b05fd8f0e3839de4df17b4d4d80.setContent(html_876926d1c4d8ffb7ec366c8b18f45db2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b181b9a229a419763f916506b0b5d913.bindPopup(popup_764f2b05fd8f0e3839de4df17b4d4d80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_88c7ad72d0b89072ebc6f7bb147a8187 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff4500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff4500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_f42d9fd04beac6ca71a7f68c32cdb382 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c386aa4b53467d5f278094eeaa125dd5 = $(`&lt;div id=&quot;html_c386aa4b53467d5f278094eeaa125dd5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 86.42&lt;/div&gt;`)[0];\n",
              "                popup_f42d9fd04beac6ca71a7f68c32cdb382.setContent(html_c386aa4b53467d5f278094eeaa125dd5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_88c7ad72d0b89072ebc6f7bb147a8187.bindPopup(popup_f42d9fd04beac6ca71a7f68c32cdb382)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d52d2b8ae10184e5b6060f93d3b4a8b = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff4500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff4500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_d546ebe352a57d8c71c99b671d75963c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9e2a4f6e8aadf9a2e034260308f7de4 = $(`&lt;div id=&quot;html_a9e2a4f6e8aadf9a2e034260308f7de4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 86.42&lt;/div&gt;`)[0];\n",
              "                popup_d546ebe352a57d8c71c99b671d75963c.setContent(html_a9e2a4f6e8aadf9a2e034260308f7de4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d52d2b8ae10184e5b6060f93d3b4a8b.bindPopup(popup_d546ebe352a57d8c71c99b671d75963c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f95ba7e2a6c57e2d97c1c69d1080adba = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_46199db4370a87928d5c146e67829ba1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_932092ac86237b3aaba57c494cf58a9e = $(`&lt;div id=&quot;html_932092ac86237b3aaba57c494cf58a9e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 413.85&lt;/div&gt;`)[0];\n",
              "                popup_46199db4370a87928d5c146e67829ba1.setContent(html_932092ac86237b3aaba57c494cf58a9e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f95ba7e2a6c57e2d97c1c69d1080adba.bindPopup(popup_46199db4370a87928d5c146e67829ba1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4827ff00b126bc9228f06775d53e506a = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffbc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffbc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_d9e42d489ac202866a1cbef220a845ef = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e35d8637e9437a00e276b1468c0f2e02 = $(`&lt;div id=&quot;html_e35d8637e9437a00e276b1468c0f2e02&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 63.1&lt;/div&gt;`)[0];\n",
              "                popup_d9e42d489ac202866a1cbef220a845ef.setContent(html_e35d8637e9437a00e276b1468c0f2e02);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4827ff00b126bc9228f06775d53e506a.bindPopup(popup_d9e42d489ac202866a1cbef220a845ef)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ec7c08117189c83bcc8b1a1ce05f7dfc = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_ad55856b217246e988df7a0120381d71 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_12d6cb130ef84079be210e4009919903 = $(`&lt;div id=&quot;html_12d6cb130ef84079be210e4009919903&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 1.57&lt;/div&gt;`)[0];\n",
              "                popup_ad55856b217246e988df7a0120381d71.setContent(html_12d6cb130ef84079be210e4009919903);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ec7c08117189c83bcc8b1a1ce05f7dfc.bindPopup(popup_ad55856b217246e988df7a0120381d71)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aa1e030c416f68e0f964adae5e151e03 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_6b03c3610204df1825f8ecc6a78246ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_066b30332eb6e0c84af2fc3eda2aa671 = $(`&lt;div id=&quot;html_066b30332eb6e0c84af2fc3eda2aa671&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 267.14&lt;/div&gt;`)[0];\n",
              "                popup_6b03c3610204df1825f8ecc6a78246ed.setContent(html_066b30332eb6e0c84af2fc3eda2aa671);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aa1e030c416f68e0f964adae5e151e03.bindPopup(popup_6b03c3610204df1825f8ecc6a78246ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_89046098698147589c82f32acb0ada90 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b3d900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b3d900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_a85b4f6d219a83caedde9a1895a8f74c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_069fe97643a5a07e9698c832b4aa5d5b = $(`&lt;div id=&quot;html_069fe97643a5a07e9698c832b4aa5d5b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 35.05&lt;/div&gt;`)[0];\n",
              "                popup_a85b4f6d219a83caedde9a1895a8f74c.setContent(html_069fe97643a5a07e9698c832b4aa5d5b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_89046098698147589c82f32acb0ada90.bindPopup(popup_a85b4f6d219a83caedde9a1895a8f74c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf96d61d72f2070fa88e56b2b5ed574f = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_090e76bb883387565f4479b5ce0a5de3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_045a32e7a97a9baeed77111e3319de7c = $(`&lt;div id=&quot;html_045a32e7a97a9baeed77111e3319de7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 379.9&lt;/div&gt;`)[0];\n",
              "                popup_090e76bb883387565f4479b5ce0a5de3.setContent(html_045a32e7a97a9baeed77111e3319de7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf96d61d72f2070fa88e56b2b5ed574f.bindPopup(popup_090e76bb883387565f4479b5ce0a5de3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21380288db2d335432b643fe1fe9f5c9 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_6d44a7c4de9677a784b5c9d9e82ee2d7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19a7f0bb51bf06a39965fb38a24378d4 = $(`&lt;div id=&quot;html_19a7f0bb51bf06a39965fb38a24378d4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 379.9&lt;/div&gt;`)[0];\n",
              "                popup_6d44a7c4de9677a784b5c9d9e82ee2d7.setContent(html_19a7f0bb51bf06a39965fb38a24378d4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21380288db2d335432b643fe1fe9f5c9.bindPopup(popup_6d44a7c4de9677a784b5c9d9e82ee2d7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8ab7c6365396b10dfb644389097a832 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_dd839212257568b4ddd5de54a42715a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e635a48f660c0be637cd7e107c20ee12 = $(`&lt;div id=&quot;html_e635a48f660c0be637cd7e107c20ee12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 410.46&lt;/div&gt;`)[0];\n",
              "                popup_dd839212257568b4ddd5de54a42715a3.setContent(html_e635a48f660c0be637cd7e107c20ee12);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8ab7c6365396b10dfb644389097a832.bindPopup(popup_dd839212257568b4ddd5de54a42715a3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e27095ec59f597756a87b7fae8e4dbbb = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_5810030a71b2b7379b68451193b6c6d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0469506189f4165decfedab51fe3961b = $(`&lt;div id=&quot;html_0469506189f4165decfedab51fe3961b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 176.72&lt;/div&gt;`)[0];\n",
              "                popup_5810030a71b2b7379b68451193b6c6d4.setContent(html_0469506189f4165decfedab51fe3961b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e27095ec59f597756a87b7fae8e4dbbb.bindPopup(popup_5810030a71b2b7379b68451193b6c6d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f1f8a613136947e22c2e65e5bd0c9d2 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4c74461511883574ae552f0dc99798cf);\n",
              "        \n",
              "    \n",
              "        var popup_23eddd13eb18ba72c50687e6b2fc014c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74ee3bf008e61541779a35967643e990 = $(`&lt;div id=&quot;html_74ee3bf008e61541779a35967643e990&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 74.73&lt;/div&gt;`)[0];\n",
              "                popup_23eddd13eb18ba72c50687e6b2fc014c.setContent(html_74ee3bf008e61541779a35967643e990);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f1f8a613136947e22c2e65e5bd0c9d2.bindPopup(popup_23eddd13eb18ba72c50687e6b2fc014c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_2c1f0f478d7d97f0be54dc88f91237a0 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_ce037c021ec4e22fb8cbaa3ae7dcc936 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_8efe93777d9f9c7175f8bc7da90d823c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d7f2f36702e142c92c6c3eb325c26ed6 = $(`&lt;div id=&quot;html_d7f2f36702e142c92c6c3eb325c26ed6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_8efe93777d9f9c7175f8bc7da90d823c.setContent(html_d7f2f36702e142c92c6c3eb325c26ed6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ce037c021ec4e22fb8cbaa3ae7dcc936.bindPopup(popup_8efe93777d9f9c7175f8bc7da90d823c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7be4a6e1cbe924eef53cc4ccfb1adebf = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_26008ca66f3604e90870d3214190a7b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96bc0df97fb85599342e79393709ac39 = $(`&lt;div id=&quot;html_96bc0df97fb85599342e79393709ac39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 204.35&lt;/div&gt;`)[0];\n",
              "                popup_26008ca66f3604e90870d3214190a7b0.setContent(html_96bc0df97fb85599342e79393709ac39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7be4a6e1cbe924eef53cc4ccfb1adebf.bindPopup(popup_26008ca66f3604e90870d3214190a7b0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0ea02d6a76470e850d98d60ab367dc2a = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_f227b0b81d1b00bbbc3effc0dcd6a2f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2972685a99f27a8060f2fdacbb309b4b = $(`&lt;div id=&quot;html_2972685a99f27a8060f2fdacbb309b4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 417.96&lt;/div&gt;`)[0];\n",
              "                popup_f227b0b81d1b00bbbc3effc0dcd6a2f1.setContent(html_2972685a99f27a8060f2fdacbb309b4b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0ea02d6a76470e850d98d60ab367dc2a.bindPopup(popup_f227b0b81d1b00bbbc3effc0dcd6a2f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6904bdfe33232671681f46d781805628 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_8ef500ca4d2bb5eb722d989fcc251243 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_14aa633f0e6353482fb66f3412caddd8 = $(`&lt;div id=&quot;html_14aa633f0e6353482fb66f3412caddd8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 2.1&lt;/div&gt;`)[0];\n",
              "                popup_8ef500ca4d2bb5eb722d989fcc251243.setContent(html_14aa633f0e6353482fb66f3412caddd8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6904bdfe33232671681f46d781805628.bindPopup(popup_8ef500ca4d2bb5eb722d989fcc251243)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d91d268c30509bc40c2bf8591cb7b4e2 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_9f411ea17966f362bfb13f5c01e852f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb5ff9be98a944ddcb8aef803e386b5d = $(`&lt;div id=&quot;html_bb5ff9be98a944ddcb8aef803e386b5d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 552.03&lt;/div&gt;`)[0];\n",
              "                popup_9f411ea17966f362bfb13f5c01e852f4.setContent(html_bb5ff9be98a944ddcb8aef803e386b5d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d91d268c30509bc40c2bf8591cb7b4e2.bindPopup(popup_9f411ea17966f362bfb13f5c01e852f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3916f351ee8cf13eccf3fb1032f66ca6 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_ae432865c076e59abaf91065112c23b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d06792ef0715eb9a6f0aa26435dc562b = $(`&lt;div id=&quot;html_d06792ef0715eb9a6f0aa26435dc562b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 220.65&lt;/div&gt;`)[0];\n",
              "                popup_ae432865c076e59abaf91065112c23b7.setContent(html_d06792ef0715eb9a6f0aa26435dc562b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3916f351ee8cf13eccf3fb1032f66ca6.bindPopup(popup_ae432865c076e59abaf91065112c23b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_50020dae9b4e78b7149dde007de77e66 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_3f65ad6b40ea40c7430bbb305a1f2dac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_92d6d793da34305f82f9da691b8afd86 = $(`&lt;div id=&quot;html_92d6d793da34305f82f9da691b8afd86&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 322.98&lt;/div&gt;`)[0];\n",
              "                popup_3f65ad6b40ea40c7430bbb305a1f2dac.setContent(html_92d6d793da34305f82f9da691b8afd86);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_50020dae9b4e78b7149dde007de77e66.bindPopup(popup_3f65ad6b40ea40c7430bbb305a1f2dac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aa8eec63cc26f66476b6193bda269232 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_e6da570d1eb92954c4ed5950029d7408 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6eb239d49e7ac8d341a5e75473c20b8 = $(`&lt;div id=&quot;html_a6eb239d49e7ac8d341a5e75473c20b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 448.45&lt;/div&gt;`)[0];\n",
              "                popup_e6da570d1eb92954c4ed5950029d7408.setContent(html_a6eb239d49e7ac8d341a5e75473c20b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aa8eec63cc26f66476b6193bda269232.bindPopup(popup_e6da570d1eb92954c4ed5950029d7408)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_980aaff29e9f8f36c7659a720cdd080e = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_fb1d7263b41d60adf2e3f9e58c46abb8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d09bcff9f6273df92678e2f07011fc41 = $(`&lt;div id=&quot;html_d09bcff9f6273df92678e2f07011fc41&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 222.91&lt;/div&gt;`)[0];\n",
              "                popup_fb1d7263b41d60adf2e3f9e58c46abb8.setContent(html_d09bcff9f6273df92678e2f07011fc41);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_980aaff29e9f8f36c7659a720cdd080e.bindPopup(popup_fb1d7263b41d60adf2e3f9e58c46abb8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_25751fb669b3591811461cc3659e5aec = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#168b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#168b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_397807ba3efb0b43ce0d89c93743d3fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c44961b9b1b4f2fba6979e09e3a9c976 = $(`&lt;div id=&quot;html_c44961b9b1b4f2fba6979e09e3a9c976&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 4.33&lt;/div&gt;`)[0];\n",
              "                popup_397807ba3efb0b43ce0d89c93743d3fc.setContent(html_c44961b9b1b4f2fba6979e09e3a9c976);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_25751fb669b3591811461cc3659e5aec.bindPopup(popup_397807ba3efb0b43ce0d89c93743d3fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_692e702fdba144bfe9545a0863c64ff5 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_78d75731a269ef68fe13c476a09d6617 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3270f60d0f9c5c47d0da6a5307636816 = $(`&lt;div id=&quot;html_3270f60d0f9c5c47d0da6a5307636816&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 351.29&lt;/div&gt;`)[0];\n",
              "                popup_78d75731a269ef68fe13c476a09d6617.setContent(html_3270f60d0f9c5c47d0da6a5307636816);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_692e702fdba144bfe9545a0863c64ff5.bindPopup(popup_78d75731a269ef68fe13c476a09d6617)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_12dba15e4c04179ed61b1a9f7674d8d0 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_e14bfdabda7965b7e636bdaaa5794114 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ffb12a7a798429a8822bcdaeea9d97d = $(`&lt;div id=&quot;html_5ffb12a7a798429a8822bcdaeea9d97d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.36&lt;/div&gt;`)[0];\n",
              "                popup_e14bfdabda7965b7e636bdaaa5794114.setContent(html_5ffb12a7a798429a8822bcdaeea9d97d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_12dba15e4c04179ed61b1a9f7674d8d0.bindPopup(popup_e14bfdabda7965b7e636bdaaa5794114)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_deea4c6ad0aa48290dee000e834760f1 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_ea2fa5889411337e2a0ca1ef2f6777b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_41ffd625f8ce6fee2897ea0a2aceaa55 = $(`&lt;div id=&quot;html_41ffd625f8ce6fee2897ea0a2aceaa55&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 145.95&lt;/div&gt;`)[0];\n",
              "                popup_ea2fa5889411337e2a0ca1ef2f6777b5.setContent(html_41ffd625f8ce6fee2897ea0a2aceaa55);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_deea4c6ad0aa48290dee000e834760f1.bindPopup(popup_ea2fa5889411337e2a0ca1ef2f6777b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26460bc98e51c9d3c42426de11d903f0 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_a93208338030ffc9511dd27dd9ad7016 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9b46d72607c47f01bb363b4bf8302b6f = $(`&lt;div id=&quot;html_9b46d72607c47f01bb363b4bf8302b6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 351.39&lt;/div&gt;`)[0];\n",
              "                popup_a93208338030ffc9511dd27dd9ad7016.setContent(html_9b46d72607c47f01bb363b4bf8302b6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26460bc98e51c9d3c42426de11d903f0.bindPopup(popup_a93208338030ffc9511dd27dd9ad7016)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_263ac3873ba4d1e74785d8432e926a35 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_2e860fed0bd3812c89342056764dbfd3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cdac45787d37d6e7907cad2ecd69beef = $(`&lt;div id=&quot;html_cdac45787d37d6e7907cad2ecd69beef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 398.14&lt;/div&gt;`)[0];\n",
              "                popup_2e860fed0bd3812c89342056764dbfd3.setContent(html_cdac45787d37d6e7907cad2ecd69beef);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_263ac3873ba4d1e74785d8432e926a35.bindPopup(popup_2e860fed0bd3812c89342056764dbfd3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5b734c9a186efd259900a9597d4b168e = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_4d7875614962734307bc8d5d2e74402d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2afb20158dd2120f65b0e44ac37808df = $(`&lt;div id=&quot;html_2afb20158dd2120f65b0e44ac37808df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 113.8&lt;/div&gt;`)[0];\n",
              "                popup_4d7875614962734307bc8d5d2e74402d.setContent(html_2afb20158dd2120f65b0e44ac37808df);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b734c9a186efd259900a9597d4b168e.bindPopup(popup_4d7875614962734307bc8d5d2e74402d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_91e01ea7467513fd10d8c4939ea24a90 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_ec91eef2a369699017afaa0dd6246544 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fffb98ff36914b78627e95db608e52e5 = $(`&lt;div id=&quot;html_fffb98ff36914b78627e95db608e52e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 67.94&lt;/div&gt;`)[0];\n",
              "                popup_ec91eef2a369699017afaa0dd6246544.setContent(html_fffb98ff36914b78627e95db608e52e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_91e01ea7467513fd10d8c4939ea24a90.bindPopup(popup_ec91eef2a369699017afaa0dd6246544)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_25e63d0eff14ff81588e5c26787bfb68 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_1ffd38f3158f8ea350b343e49ebff395 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4efeb8ec67e5935e70702281ec9324a2 = $(`&lt;div id=&quot;html_4efeb8ec67e5935e70702281ec9324a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 67.94&lt;/div&gt;`)[0];\n",
              "                popup_1ffd38f3158f8ea350b343e49ebff395.setContent(html_4efeb8ec67e5935e70702281ec9324a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_25e63d0eff14ff81588e5c26787bfb68.bindPopup(popup_1ffd38f3158f8ea350b343e49ebff395)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d54dfdc331240254cd4f8464b912e67d = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_c6c020ca1b43a16f62873eb03ae8a655 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7cdb672d6ab925862acbfc546fc67d86 = $(`&lt;div id=&quot;html_7cdb672d6ab925862acbfc546fc67d86&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 368.81&lt;/div&gt;`)[0];\n",
              "                popup_c6c020ca1b43a16f62873eb03ae8a655.setContent(html_7cdb672d6ab925862acbfc546fc67d86);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d54dfdc331240254cd4f8464b912e67d.bindPopup(popup_c6c020ca1b43a16f62873eb03ae8a655)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f146ee2bf773aec572af0afbec7336f5 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_e87086483e54282f9733f33d065ae604 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c131bebb89eba54619934036261c8b8 = $(`&lt;div id=&quot;html_3c131bebb89eba54619934036261c8b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_e87086483e54282f9733f33d065ae604.setContent(html_3c131bebb89eba54619934036261c8b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f146ee2bf773aec572af0afbec7336f5.bindPopup(popup_e87086483e54282f9733f33d065ae604)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5fcc19452030ec208cf1410e130864a4 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dbed00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dbed00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_f2f16dd5bcad679c762b376355a80a38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4bfbed3c9c8453a7d541798ac9455962 = $(`&lt;div id=&quot;html_4bfbed3c9c8453a7d541798ac9455962&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 42.92&lt;/div&gt;`)[0];\n",
              "                popup_f2f16dd5bcad679c762b376355a80a38.setContent(html_4bfbed3c9c8453a7d541798ac9455962);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5fcc19452030ec208cf1410e130864a4.bindPopup(popup_f2f16dd5bcad679c762b376355a80a38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9630ff76295f60563ff184529da44734 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_0d9d054caccae9dc352d774f82d3de7b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_480a9d1abc5bc792b34f23d0ea2883c2 = $(`&lt;div id=&quot;html_480a9d1abc5bc792b34f23d0ea2883c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_0d9d054caccae9dc352d774f82d3de7b.setContent(html_480a9d1abc5bc792b34f23d0ea2883c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9630ff76295f60563ff184529da44734.bindPopup(popup_0d9d054caccae9dc352d774f82d3de7b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_71a6b14286756c9440e3c5b28203dfd9 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_28a3d87dccd9fa0592f8e3a79abdc4ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_55cc73fb96284d7956568776c15de898 = $(`&lt;div id=&quot;html_55cc73fb96284d7956568776c15de898&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 402.3&lt;/div&gt;`)[0];\n",
              "                popup_28a3d87dccd9fa0592f8e3a79abdc4ed.setContent(html_55cc73fb96284d7956568776c15de898);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_71a6b14286756c9440e3c5b28203dfd9.bindPopup(popup_28a3d87dccd9fa0592f8e3a79abdc4ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cb197df4f6e91278f71ed5e38dc3073f = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_aaaecd3ba92c40d4de4365a5f40f23f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a18526f5d0e92f5590c5d3a63e43fa8 = $(`&lt;div id=&quot;html_2a18526f5d0e92f5590c5d3a63e43fa8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 3.36&lt;/div&gt;`)[0];\n",
              "                popup_aaaecd3ba92c40d4de4365a5f40f23f6.setContent(html_2a18526f5d0e92f5590c5d3a63e43fa8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cb197df4f6e91278f71ed5e38dc3073f.bindPopup(popup_aaaecd3ba92c40d4de4365a5f40f23f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6aef083ca2f13137d2a468796996cdab = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_9e33a38cbbac1e61a182951c0c8841cb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dafd7dc0647bc44139117f9d2acbeca7 = $(`&lt;div id=&quot;html_dafd7dc0647bc44139117f9d2acbeca7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 419.1&lt;/div&gt;`)[0];\n",
              "                popup_9e33a38cbbac1e61a182951c0c8841cb.setContent(html_dafd7dc0647bc44139117f9d2acbeca7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6aef083ca2f13137d2a468796996cdab.bindPopup(popup_9e33a38cbbac1e61a182951c0c8841cb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_545237164df782ff2a0c19e09b6cc6b8 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_7a310f8cfb7a11f9b552684a5339cf8c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4360fa4d67e0a3d300d99b5680cefc2b = $(`&lt;div id=&quot;html_4360fa4d67e0a3d300d99b5680cefc2b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 416.59&lt;/div&gt;`)[0];\n",
              "                popup_7a310f8cfb7a11f9b552684a5339cf8c.setContent(html_4360fa4d67e0a3d300d99b5680cefc2b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_545237164df782ff2a0c19e09b6cc6b8.bindPopup(popup_7a310f8cfb7a11f9b552684a5339cf8c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4698fd9a26741fb209b80ee160735195 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_7950f8eb953454996458d139eeb20b39 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d4ab79ef643fc20da2f2802127a056a = $(`&lt;div id=&quot;html_7d4ab79ef643fc20da2f2802127a056a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 158.16&lt;/div&gt;`)[0];\n",
              "                popup_7950f8eb953454996458d139eeb20b39.setContent(html_7d4ab79ef643fc20da2f2802127a056a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4698fd9a26741fb209b80ee160735195.bindPopup(popup_7950f8eb953454996458d139eeb20b39)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e341f6dff5e671ddfdb71a44257e3065 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b3da00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b3da00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_cd79d5fe272171a80ac6f85d3b88583f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_728fda72e1f194e3769e611e28fd106e = $(`&lt;div id=&quot;html_728fda72e1f194e3769e611e28fd106e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 35.15&lt;/div&gt;`)[0];\n",
              "                popup_cd79d5fe272171a80ac6f85d3b88583f.setContent(html_728fda72e1f194e3769e611e28fd106e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e341f6dff5e671ddfdb71a44257e3065.bindPopup(popup_cd79d5fe272171a80ac6f85d3b88583f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b1e0c1cfab1b428d2e77c7bed5511140 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_1e9049803b2dcb44518427e75d668601 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3bdb85158d88963dbf1380270f58fa6f = $(`&lt;div id=&quot;html_3bdb85158d88963dbf1380270f58fa6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 57.12&lt;/div&gt;`)[0];\n",
              "                popup_1e9049803b2dcb44518427e75d668601.setContent(html_3bdb85158d88963dbf1380270f58fa6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b1e0c1cfab1b428d2e77c7bed5511140.bindPopup(popup_1e9049803b2dcb44518427e75d668601)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9f31e2c51e12e85a6042e399599c7c6 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_dfa8c1283e5533726a459783f983b45a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1bcd1196a91061d6283e2db5f3d21d3 = $(`&lt;div id=&quot;html_c1bcd1196a91061d6283e2db5f3d21d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 57.12&lt;/div&gt;`)[0];\n",
              "                popup_dfa8c1283e5533726a459783f983b45a.setContent(html_c1bcd1196a91061d6283e2db5f3d21d3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9f31e2c51e12e85a6042e399599c7c6.bindPopup(popup_dfa8c1283e5533726a459783f983b45a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3b5c90c615ecc1821ba4fc2ef49800a7 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_9189556602844d282aa80bf3ee742b51 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_695a34064a94d712738ffa0f74b8657a = $(`&lt;div id=&quot;html_695a34064a94d712738ffa0f74b8657a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 442.15&lt;/div&gt;`)[0];\n",
              "                popup_9189556602844d282aa80bf3ee742b51.setContent(html_695a34064a94d712738ffa0f74b8657a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3b5c90c615ecc1821ba4fc2ef49800a7.bindPopup(popup_9189556602844d282aa80bf3ee742b51)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_446b79eb1b9a74b2260a3000fc3c09a5 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c4e200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c4e200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_d5c0416de09248d96b7b3b43f60b9da7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_292e187032eabdf5366c6f4bb5724b73 = $(`&lt;div id=&quot;html_292e187032eabdf5366c6f4bb5724b73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 38.44&lt;/div&gt;`)[0];\n",
              "                popup_d5c0416de09248d96b7b3b43f60b9da7.setContent(html_292e187032eabdf5366c6f4bb5724b73);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_446b79eb1b9a74b2260a3000fc3c09a5.bindPopup(popup_d5c0416de09248d96b7b3b43f60b9da7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4bf1efe6cc95a2f2ce13fa4ee13c7cbe = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#068300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#068300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_73e25b58510e3a96f0c35885c0f60e2f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2b48e118ae538ebe9de1a9abe819b887 = $(`&lt;div id=&quot;html_2b48e118ae538ebe9de1a9abe819b887&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 1.2&lt;/div&gt;`)[0];\n",
              "                popup_73e25b58510e3a96f0c35885c0f60e2f.setContent(html_2b48e118ae538ebe9de1a9abe819b887);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4bf1efe6cc95a2f2ce13fa4ee13c7cbe.bindPopup(popup_73e25b58510e3a96f0c35885c0f60e2f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_734ba95f9b96b8978df0a2c7e9d1bc7e = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_4b3c18a1ca1f1b8fc5e900d14df0cf70 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_54aaff6fb38fe6863af6726fc2a10c21 = $(`&lt;div id=&quot;html_54aaff6fb38fe6863af6726fc2a10c21&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 255.07&lt;/div&gt;`)[0];\n",
              "                popup_4b3c18a1ca1f1b8fc5e900d14df0cf70.setContent(html_54aaff6fb38fe6863af6726fc2a10c21);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_734ba95f9b96b8978df0a2c7e9d1bc7e.bindPopup(popup_4b3c18a1ca1f1b8fc5e900d14df0cf70)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_374c444ee5c4ee231e5e35425e0c35fe = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a5d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a5d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_120ef5b38a2b0a526bee2bc15e4a50f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ab900d511b27ae7e14c5ab045ed0ec3b = $(`&lt;div id=&quot;html_ab900d511b27ae7e14c5ab045ed0ec3b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 32.29&lt;/div&gt;`)[0];\n",
              "                popup_120ef5b38a2b0a526bee2bc15e4a50f9.setContent(html_ab900d511b27ae7e14c5ab045ed0ec3b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_374c444ee5c4ee231e5e35425e0c35fe.bindPopup(popup_120ef5b38a2b0a526bee2bc15e4a50f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_045e3a455a2161d75c31c4a874a745fa = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_29aea92c33c6b0642677916fb2b2eeac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6fa9574c4b2b299a0618fe7c3ff3a1bd = $(`&lt;div id=&quot;html_6fa9574c4b2b299a0618fe7c3ff3a1bd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 326.88&lt;/div&gt;`)[0];\n",
              "                popup_29aea92c33c6b0642677916fb2b2eeac.setContent(html_6fa9574c4b2b299a0618fe7c3ff3a1bd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_045e3a455a2161d75c31c4a874a745fa.bindPopup(popup_29aea92c33c6b0642677916fb2b2eeac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bb961c38685f7de7f8fc0fb252d911ea = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_963d143b035bd47fa2beeef8768ab63c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_902cd97902b36eb7e1f07b7220331ebc = $(`&lt;div id=&quot;html_902cd97902b36eb7e1f07b7220331ebc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 326.88&lt;/div&gt;`)[0];\n",
              "                popup_963d143b035bd47fa2beeef8768ab63c.setContent(html_902cd97902b36eb7e1f07b7220331ebc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bb961c38685f7de7f8fc0fb252d911ea.bindPopup(popup_963d143b035bd47fa2beeef8768ab63c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_44f5d5555597b9f76ebafa38851b5198 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_969003c51fb92b6401ed257212815fb9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_820993954da48c494578da1bce393449 = $(`&lt;div id=&quot;html_820993954da48c494578da1bce393449&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 433.79&lt;/div&gt;`)[0];\n",
              "                popup_969003c51fb92b6401ed257212815fb9.setContent(html_820993954da48c494578da1bce393449);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_44f5d5555597b9f76ebafa38851b5198.bindPopup(popup_969003c51fb92b6401ed257212815fb9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7cdb8f340e2bc775f840c3e86b2c97c = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_4d568af93e772df063f419f044528324 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f5f81077593e87421e702e0c0c3e86d6 = $(`&lt;div id=&quot;html_f5f81077593e87421e702e0c0c3e86d6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 172.0&lt;/div&gt;`)[0];\n",
              "                popup_4d568af93e772df063f419f044528324.setContent(html_f5f81077593e87421e702e0c0c3e86d6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7cdb8f340e2bc775f840c3e86b2c97c.bindPopup(popup_4d568af93e772df063f419f044528324)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_36545bf55fa443e9963dd3b2d77ed4ea = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2c1f0f478d7d97f0be54dc88f91237a0);\n",
              "        \n",
              "    \n",
              "        var popup_70e119c076902560438350dc2c615999 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef0e31f1ddd73170b74a223e124bea7d = $(`&lt;div id=&quot;html_ef0e31f1ddd73170b74a223e124bea7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 90.5&lt;/div&gt;`)[0];\n",
              "                popup_70e119c076902560438350dc2c615999.setContent(html_ef0e31f1ddd73170b74a223e124bea7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_36545bf55fa443e9963dd3b2d77ed4ea.bindPopup(popup_70e119c076902560438350dc2c615999)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_88ea0428c7a4fe631511d89b7968ba1e = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_45c764f2e9215e7c04d9c9e0c63ce6f9 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_baf48d495b219cbcb2f896423c4dd3b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e766c27665f8226dadc15f036eaa6056 = $(`&lt;div id=&quot;html_e766c27665f8226dadc15f036eaa6056&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_baf48d495b219cbcb2f896423c4dd3b6.setContent(html_e766c27665f8226dadc15f036eaa6056);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_45c764f2e9215e7c04d9c9e0c63ce6f9.bindPopup(popup_baf48d495b219cbcb2f896423c4dd3b6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_db8c94a7f15724b1e62c8ba431c8ac79 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_8035b23eb7a43afe1b5231cb5ceaf65e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e2aa70e5d09188afa527fa9ca307d06 = $(`&lt;div id=&quot;html_2e2aa70e5d09188afa527fa9ca307d06&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 185.52&lt;/div&gt;`)[0];\n",
              "                popup_8035b23eb7a43afe1b5231cb5ceaf65e.setContent(html_2e2aa70e5d09188afa527fa9ca307d06);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_db8c94a7f15724b1e62c8ba431c8ac79.bindPopup(popup_8035b23eb7a43afe1b5231cb5ceaf65e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d5a4453621b4300406d4fe592047b865 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_e299fbd50348c94241b20467c6c5e58d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_28d7767e8d99a6240e093010bbe212e0 = $(`&lt;div id=&quot;html_28d7767e8d99a6240e093010bbe212e0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 387.76&lt;/div&gt;`)[0];\n",
              "                popup_e299fbd50348c94241b20467c6c5e58d.setContent(html_28d7767e8d99a6240e093010bbe212e0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5a4453621b4300406d4fe592047b865.bindPopup(popup_e299fbd50348c94241b20467c6c5e58d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_336fabe46d982a2b811e45fc8aadc1ae = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_ef1e0f24e045c137a11e1a2a9ba9a03b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_618daa7d09aa045e748a2969c8e1f79b = $(`&lt;div id=&quot;html_618daa7d09aa045e748a2969c8e1f79b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.69&lt;/div&gt;`)[0];\n",
              "                popup_ef1e0f24e045c137a11e1a2a9ba9a03b.setContent(html_618daa7d09aa045e748a2969c8e1f79b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_336fabe46d982a2b811e45fc8aadc1ae.bindPopup(popup_ef1e0f24e045c137a11e1a2a9ba9a03b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dc96e782f62ec7113cd5febe67de7120 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_55fe8b4ea3d5dc3e6dd7a74bb0148f56 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ca59a99610259897a99a7e6a6c0da888 = $(`&lt;div id=&quot;html_ca59a99610259897a99a7e6a6c0da888&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 551.24&lt;/div&gt;`)[0];\n",
              "                popup_55fe8b4ea3d5dc3e6dd7a74bb0148f56.setContent(html_ca59a99610259897a99a7e6a6c0da888);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dc96e782f62ec7113cd5febe67de7120.bindPopup(popup_55fe8b4ea3d5dc3e6dd7a74bb0148f56)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8bbb649d73defac8f235dd02f041840d = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_bc8c16b784ca6e869357c9066856511b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b1916c02fd590f20fb24a1be38fc840 = $(`&lt;div id=&quot;html_4b1916c02fd590f20fb24a1be38fc840&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 210.2&lt;/div&gt;`)[0];\n",
              "                popup_bc8c16b784ca6e869357c9066856511b.setContent(html_4b1916c02fd590f20fb24a1be38fc840);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8bbb649d73defac8f235dd02f041840d.bindPopup(popup_bc8c16b784ca6e869357c9066856511b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dc179ff5e1da7bba8af4a133f4e8960e = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_de862633756ba96cf987abaec75ea46b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d41adbba550d45cc8e922eafbff0d5d5 = $(`&lt;div id=&quot;html_d41adbba550d45cc8e922eafbff0d5d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 295.53&lt;/div&gt;`)[0];\n",
              "                popup_de862633756ba96cf987abaec75ea46b.setContent(html_d41adbba550d45cc8e922eafbff0d5d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dc179ff5e1da7bba8af4a133f4e8960e.bindPopup(popup_de862633756ba96cf987abaec75ea46b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c6ae99404499bcf51a06cc000fbdca4b = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_4cf142e1855cbf9b90c4f36d5c76fb81 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c6d1486d423572b68195bd37d36b5260 = $(`&lt;div id=&quot;html_c6d1486d423572b68195bd37d36b5260&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 434.51&lt;/div&gt;`)[0];\n",
              "                popup_4cf142e1855cbf9b90c4f36d5c76fb81.setContent(html_c6d1486d423572b68195bd37d36b5260);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c6ae99404499bcf51a06cc000fbdca4b.bindPopup(popup_4cf142e1855cbf9b90c4f36d5c76fb81)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4af21f3d5c375ea94cb7ec9ffac03331 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_45eb35ca71e3e5e9cfc5fa8273417e09 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f8327560de6ec30167e7b7d09caa911f = $(`&lt;div id=&quot;html_f8327560de6ec30167e7b7d09caa911f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 225.94&lt;/div&gt;`)[0];\n",
              "                popup_45eb35ca71e3e5e9cfc5fa8273417e09.setContent(html_f8327560de6ec30167e7b7d09caa911f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4af21f3d5c375ea94cb7ec9ffac03331.bindPopup(popup_45eb35ca71e3e5e9cfc5fa8273417e09)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b1d9088ff4c26db8f2df92cf7e718b7e = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_cebc55a2ecc9156db6f8b3fb603afd4b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_560409a8c76ba8058cca9b1c8709f738 = $(`&lt;div id=&quot;html_560409a8c76ba8058cca9b1c8709f738&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.6&lt;/div&gt;`)[0];\n",
              "                popup_cebc55a2ecc9156db6f8b3fb603afd4b.setContent(html_560409a8c76ba8058cca9b1c8709f738);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b1d9088ff4c26db8f2df92cf7e718b7e.bindPopup(popup_cebc55a2ecc9156db6f8b3fb603afd4b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d8775c0236418698751b98e69f35704 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_c04d490b32aad3e7d61c2015bfd28c7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c7869f0102df46ed4e4dc0856f70a54 = $(`&lt;div id=&quot;html_0c7869f0102df46ed4e4dc0856f70a54&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 339.99&lt;/div&gt;`)[0];\n",
              "                popup_c04d490b32aad3e7d61c2015bfd28c7a.setContent(html_0c7869f0102df46ed4e4dc0856f70a54);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d8775c0236418698751b98e69f35704.bindPopup(popup_c04d490b32aad3e7d61c2015bfd28c7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c61bbf75cf10f4e01ff863b600b95af3 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_4d93d506b99847d499aa688641999350 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ca16f99e818f0bdac92451c45b80bd5 = $(`&lt;div id=&quot;html_0ca16f99e818f0bdac92451c45b80bd5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.9&lt;/div&gt;`)[0];\n",
              "                popup_4d93d506b99847d499aa688641999350.setContent(html_0ca16f99e818f0bdac92451c45b80bd5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c61bbf75cf10f4e01ff863b600b95af3.bindPopup(popup_4d93d506b99847d499aa688641999350)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cc94ca6725b29db056387b18daa82599 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_11d5987b6c79f367e62f79726541ee9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ed7f57aa48b5195ee34fa6d0584a6da = $(`&lt;div id=&quot;html_2ed7f57aa48b5195ee34fa6d0584a6da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 177.82&lt;/div&gt;`)[0];\n",
              "                popup_11d5987b6c79f367e62f79726541ee9f.setContent(html_2ed7f57aa48b5195ee34fa6d0584a6da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cc94ca6725b29db056387b18daa82599.bindPopup(popup_11d5987b6c79f367e62f79726541ee9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_54844a043138e74c70531ce51c2ea094 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_c2d590da0508f6797f9ced24057e87a7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea3d678038efe80d297e71a46e52d619 = $(`&lt;div id=&quot;html_ea3d678038efe80d297e71a46e52d619&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 364.15&lt;/div&gt;`)[0];\n",
              "                popup_c2d590da0508f6797f9ced24057e87a7.setContent(html_ea3d678038efe80d297e71a46e52d619);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_54844a043138e74c70531ce51c2ea094.bindPopup(popup_c2d590da0508f6797f9ced24057e87a7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6260b9c78140149fab3acb578e1b4e15 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_626552ef3150cfb8461aa4a59a17e78a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1b172a0adac376ca392fd616106d280 = $(`&lt;div id=&quot;html_d1b172a0adac376ca392fd616106d280&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 414.66&lt;/div&gt;`)[0];\n",
              "                popup_626552ef3150cfb8461aa4a59a17e78a.setContent(html_d1b172a0adac376ca392fd616106d280);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6260b9c78140149fab3acb578e1b4e15.bindPopup(popup_626552ef3150cfb8461aa4a59a17e78a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_041bbba894ad21cd589f79d57a6e944a = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_65c73b5c6b1f093a9f3ab8258df45b09 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed24f10eff3c25f14117539ae0b6ba29 = $(`&lt;div id=&quot;html_ed24f10eff3c25f14117539ae0b6ba29&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 134.37&lt;/div&gt;`)[0];\n",
              "                popup_65c73b5c6b1f093a9f3ab8258df45b09.setContent(html_ed24f10eff3c25f14117539ae0b6ba29);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_041bbba894ad21cd589f79d57a6e944a.bindPopup(popup_65c73b5c6b1f093a9f3ab8258df45b09)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a73fcec89ffcaf88dd7eb73be4cbdd1a = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_55c60988f15d06ee1fe9da4d365bed16 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dfde189783df91e3361a17c8cf247304 = $(`&lt;div id=&quot;html_dfde189783df91e3361a17c8cf247304&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 67.71&lt;/div&gt;`)[0];\n",
              "                popup_55c60988f15d06ee1fe9da4d365bed16.setContent(html_dfde189783df91e3361a17c8cf247304);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a73fcec89ffcaf88dd7eb73be4cbdd1a.bindPopup(popup_55c60988f15d06ee1fe9da4d365bed16)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d735d5e31c8901d82454e397318ce1b0 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_15984c807d2b6264ee10da96d01b56c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fc41aa7f4c0a48a59f13ba1577939f2d = $(`&lt;div id=&quot;html_fc41aa7f4c0a48a59f13ba1577939f2d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 67.71&lt;/div&gt;`)[0];\n",
              "                popup_15984c807d2b6264ee10da96d01b56c7.setContent(html_fc41aa7f4c0a48a59f13ba1577939f2d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d735d5e31c8901d82454e397318ce1b0.bindPopup(popup_15984c807d2b6264ee10da96d01b56c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e60c5a7b912c19126df078b92aafbf3a = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_9c514f2b2bc30b9634a8474a47ca05d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0163da5d5c1c4c4c0fbb181e7abf271 = $(`&lt;div id=&quot;html_b0163da5d5c1c4c4c0fbb181e7abf271&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 345.77&lt;/div&gt;`)[0];\n",
              "                popup_9c514f2b2bc30b9634a8474a47ca05d0.setContent(html_b0163da5d5c1c4c4c0fbb181e7abf271);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e60c5a7b912c19126df078b92aafbf3a.bindPopup(popup_9c514f2b2bc30b9634a8474a47ca05d0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d9e4f3ffb1e28ca409b49c9ad3084741 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_27742eb0dc0c463d45e9ef6225d13ecd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_098ecef5645125099cfac69c88dc4e4b = $(`&lt;div id=&quot;html_098ecef5645125099cfac69c88dc4e4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_27742eb0dc0c463d45e9ef6225d13ecd.setContent(html_098ecef5645125099cfac69c88dc4e4b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d9e4f3ffb1e28ca409b49c9ad3084741.bindPopup(popup_27742eb0dc0c463d45e9ef6225d13ecd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7192d8669436ddcba7f9161ad074b452 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d8ec00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d8ec00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_895fb852546e2face081aacaacf68ed4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2088f0bcb87aedf2ba01aec927426132 = $(`&lt;div id=&quot;html_2088f0bcb87aedf2ba01aec927426132&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 42.24&lt;/div&gt;`)[0];\n",
              "                popup_895fb852546e2face081aacaacf68ed4.setContent(html_2088f0bcb87aedf2ba01aec927426132);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7192d8669436ddcba7f9161ad074b452.bindPopup(popup_895fb852546e2face081aacaacf68ed4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca1616c4a194703f0d279b9c3dcd6ad5 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_b76eef15e155592387291252a147b5c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8dfe9e37ceb1276324faf48bacef8662 = $(`&lt;div id=&quot;html_8dfe9e37ceb1276324faf48bacef8662&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_b76eef15e155592387291252a147b5c0.setContent(html_8dfe9e37ceb1276324faf48bacef8662);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca1616c4a194703f0d279b9c3dcd6ad5.bindPopup(popup_b76eef15e155592387291252a147b5c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5f78fb930184eb8c675249e278538dc9 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_8c53f5b59688ea6069f2c745b3e6a467 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e738435f21254d8c914538c7c00c3424 = $(`&lt;div id=&quot;html_e738435f21254d8c914538c7c00c3424&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 398.41&lt;/div&gt;`)[0];\n",
              "                popup_8c53f5b59688ea6069f2c745b3e6a467.setContent(html_e738435f21254d8c914538c7c00c3424);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5f78fb930184eb8c675249e278538dc9.bindPopup(popup_8c53f5b59688ea6069f2c745b3e6a467)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8e71e437905239ee8a62a98e444857a = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#078400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#078400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_d969a6dc2c7884c4d11cd2ef86b92c9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae3ff3c21de9a10fcd00c984c01fcd39 = $(`&lt;div id=&quot;html_ae3ff3c21de9a10fcd00c984c01fcd39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.54&lt;/div&gt;`)[0];\n",
              "                popup_d969a6dc2c7884c4d11cd2ef86b92c9e.setContent(html_ae3ff3c21de9a10fcd00c984c01fcd39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8e71e437905239ee8a62a98e444857a.bindPopup(popup_d969a6dc2c7884c4d11cd2ef86b92c9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fbd62a5ee6c82f887b03f1a8df533f1f = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_cc6226fee578c28eb4385ed773c7fed2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_033455292e27d9c5f420c7c0b2c308fe = $(`&lt;div id=&quot;html_033455292e27d9c5f420c7c0b2c308fe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 425.64&lt;/div&gt;`)[0];\n",
              "                popup_cc6226fee578c28eb4385ed773c7fed2.setContent(html_033455292e27d9c5f420c7c0b2c308fe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fbd62a5ee6c82f887b03f1a8df533f1f.bindPopup(popup_cc6226fee578c28eb4385ed773c7fed2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b9339d72a54b38c005b5623add30c43a = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_b8d11d307814df78ac6b8d7c1563f7b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d82654cd443fef017c5eeed26b742584 = $(`&lt;div id=&quot;html_d82654cd443fef017c5eeed26b742584&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 398.9&lt;/div&gt;`)[0];\n",
              "                popup_b8d11d307814df78ac6b8d7c1563f7b6.setContent(html_d82654cd443fef017c5eeed26b742584);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b9339d72a54b38c005b5623add30c43a.bindPopup(popup_b8d11d307814df78ac6b8d7c1563f7b6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c1b2206b7db4693f2fcfa31fbe9a48b2 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_620366473273664f84e3e44a00b065e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba5200ace14c1b8791ed371b4fd7ab76 = $(`&lt;div id=&quot;html_ba5200ace14c1b8791ed371b4fd7ab76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 126.31&lt;/div&gt;`)[0];\n",
              "                popup_620366473273664f84e3e44a00b065e3.setContent(html_ba5200ace14c1b8791ed371b4fd7ab76);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c1b2206b7db4693f2fcfa31fbe9a48b2.bindPopup(popup_620366473273664f84e3e44a00b065e3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26e75145835d0bfa714b4e385d82dc6d = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4da700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4da700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_e348bcfd4b767fbb0757b6382f42a4d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26d3a4b65d1abbe378a9bd6311d6c0cc = $(`&lt;div id=&quot;html_26d3a4b65d1abbe378a9bd6311d6c0cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 15.19&lt;/div&gt;`)[0];\n",
              "                popup_e348bcfd4b767fbb0757b6382f42a4d2.setContent(html_26d3a4b65d1abbe378a9bd6311d6c0cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26e75145835d0bfa714b4e385d82dc6d.bindPopup(popup_e348bcfd4b767fbb0757b6382f42a4d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_41a6e78f5f8ed75bd8ddbcc6364c01ac = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_2c5d913c2881ccfcd9527e4731bd980c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_65c5e1359c53abdc472d6f5af8396205 = $(`&lt;div id=&quot;html_65c5e1359c53abdc472d6f5af8396205&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 59.28&lt;/div&gt;`)[0];\n",
              "                popup_2c5d913c2881ccfcd9527e4731bd980c.setContent(html_65c5e1359c53abdc472d6f5af8396205);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_41a6e78f5f8ed75bd8ddbcc6364c01ac.bindPopup(popup_2c5d913c2881ccfcd9527e4731bd980c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_32362715a71b4e3338369ee0d3e90f5e = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_78adbb854eb6a7316270e1d32a6537e5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35ab39392aa8b4f123699ae1ec20930c = $(`&lt;div id=&quot;html_35ab39392aa8b4f123699ae1ec20930c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 59.28&lt;/div&gt;`)[0];\n",
              "                popup_78adbb854eb6a7316270e1d32a6537e5.setContent(html_35ab39392aa8b4f123699ae1ec20930c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_32362715a71b4e3338369ee0d3e90f5e.bindPopup(popup_78adbb854eb6a7316270e1d32a6537e5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_285654c76f8fdf113817fe384f56d540 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_38804239383dde1cabf7283bb1547497 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_10d2500ed528c368606a3631c15f51e6 = $(`&lt;div id=&quot;html_10d2500ed528c368606a3631c15f51e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 458.74&lt;/div&gt;`)[0];\n",
              "                popup_38804239383dde1cabf7283bb1547497.setContent(html_10d2500ed528c368606a3631c15f51e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_285654c76f8fdf113817fe384f56d540.bindPopup(popup_38804239383dde1cabf7283bb1547497)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e1d1e35aa1c1276f0ce21174e8a65c2 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#97cb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#97cb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_2cf4c85e847518d6bc0b91a025c48003 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d7b4e155c6be5a3d91a95a8fe743a4ef = $(`&lt;div id=&quot;html_d7b4e155c6be5a3d91a95a8fe743a4ef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 29.59&lt;/div&gt;`)[0];\n",
              "                popup_2cf4c85e847518d6bc0b91a025c48003.setContent(html_d7b4e155c6be5a3d91a95a8fe743a4ef);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e1d1e35aa1c1276f0ce21174e8a65c2.bindPopup(popup_2cf4c85e847518d6bc0b91a025c48003)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d2d76af3f33a4e6cc20ff53e109205c = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_51148ea22b7bb88f7399e01d283840f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6c10b250a3df1a983a2b83bef6f03ad8 = $(`&lt;div id=&quot;html_6c10b250a3df1a983a2b83bef6f03ad8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.57&lt;/div&gt;`)[0];\n",
              "                popup_51148ea22b7bb88f7399e01d283840f8.setContent(html_6c10b250a3df1a983a2b83bef6f03ad8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d2d76af3f33a4e6cc20ff53e109205c.bindPopup(popup_51148ea22b7bb88f7399e01d283840f8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b04e442c4239be48af5c971ba3fbf21b = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_5f80af7981035c3a7b282dbe8c678c89 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cd21fecf8344f730984637c903d9f3fc = $(`&lt;div id=&quot;html_cd21fecf8344f730984637c903d9f3fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 243.97&lt;/div&gt;`)[0];\n",
              "                popup_5f80af7981035c3a7b282dbe8c678c89.setContent(html_cd21fecf8344f730984637c903d9f3fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b04e442c4239be48af5c971ba3fbf21b.bindPopup(popup_5f80af7981035c3a7b282dbe8c678c89)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_156ae979d2888ac8e1398f9a4a15d51e = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9cce00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9cce00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_32676f7203ffd4339368379894d3967d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_29f325f4100eded5e91738e1548942bc = $(`&lt;div id=&quot;html_29f325f4100eded5e91738e1548942bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 30.66&lt;/div&gt;`)[0];\n",
              "                popup_32676f7203ffd4339368379894d3967d.setContent(html_29f325f4100eded5e91738e1548942bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_156ae979d2888ac8e1398f9a4a15d51e.bindPopup(popup_32676f7203ffd4339368379894d3967d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8e8490e07214c25fdd319789f49ab183 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_cf017bd2aaa53e78b816249a3fe9bf9b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_34376856ee15a120e699f88a6809575c = $(`&lt;div id=&quot;html_34376856ee15a120e699f88a6809575c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 308.88&lt;/div&gt;`)[0];\n",
              "                popup_cf017bd2aaa53e78b816249a3fe9bf9b.setContent(html_34376856ee15a120e699f88a6809575c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8e8490e07214c25fdd319789f49ab183.bindPopup(popup_cf017bd2aaa53e78b816249a3fe9bf9b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_03004709310d9905a28bd60a236191f4 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_227d1c4dae765d892545132639c91620 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25dd6e1703accff398ff0df3ed46a6d6 = $(`&lt;div id=&quot;html_25dd6e1703accff398ff0df3ed46a6d6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 308.88&lt;/div&gt;`)[0];\n",
              "                popup_227d1c4dae765d892545132639c91620.setContent(html_25dd6e1703accff398ff0df3ed46a6d6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_03004709310d9905a28bd60a236191f4.bindPopup(popup_227d1c4dae765d892545132639c91620)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4f3758516e31bee299acc131def50099 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_2d9737da35a772d6eaf20c8072692e40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_07001c7096d4a84f14774285cae27ac5 = $(`&lt;div id=&quot;html_07001c7096d4a84f14774285cae27ac5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 417.35&lt;/div&gt;`)[0];\n",
              "                popup_2d9737da35a772d6eaf20c8072692e40.setContent(html_07001c7096d4a84f14774285cae27ac5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4f3758516e31bee299acc131def50099.bindPopup(popup_2d9737da35a772d6eaf20c8072692e40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3b03aa7c3ef62c1b236343da4932263 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_9428977a0ac114865fc545ff7f61fd0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e066d615fb103c6dadc5e16fec0a7a3 = $(`&lt;div id=&quot;html_8e066d615fb103c6dadc5e16fec0a7a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 177.02&lt;/div&gt;`)[0];\n",
              "                popup_9428977a0ac114865fc545ff7f61fd0e.setContent(html_8e066d615fb103c6dadc5e16fec0a7a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3b03aa7c3ef62c1b236343da4932263.bindPopup(popup_9428977a0ac114865fc545ff7f61fd0e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21992361a09199293ae08001cdc1dcfa = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_88ea0428c7a4fe631511d89b7968ba1e);\n",
              "        \n",
              "    \n",
              "        var popup_7bb1313e061368e15a587c55cbacc9a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8df84f617e0aee4c0ad42db293cedc2b = $(`&lt;div id=&quot;html_8df84f617e0aee4c0ad42db293cedc2b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 109.43&lt;/div&gt;`)[0];\n",
              "                popup_7bb1313e061368e15a587c55cbacc9a5.setContent(html_8df84f617e0aee4c0ad42db293cedc2b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21992361a09199293ae08001cdc1dcfa.bindPopup(popup_7bb1313e061368e15a587c55cbacc9a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_c522b5034448726370be30d6544307ed = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_feaaab12b437f4dfc74f8b8381499d42 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_562cfb542abe50524070d8e2e61cd505 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3271d59a2d821db78d142a4326da283a = $(`&lt;div id=&quot;html_3271d59a2d821db78d142a4326da283a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_562cfb542abe50524070d8e2e61cd505.setContent(html_3271d59a2d821db78d142a4326da283a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_feaaab12b437f4dfc74f8b8381499d42.bindPopup(popup_562cfb542abe50524070d8e2e61cd505)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6fd851e25a5e1286d2f3668db9b77924 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_b71f8e3a676790515c2e1d55dcd28829 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5db659da87c2cfeb2bb109e14ac55558 = $(`&lt;div id=&quot;html_5db659da87c2cfeb2bb109e14ac55558&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 175.99&lt;/div&gt;`)[0];\n",
              "                popup_b71f8e3a676790515c2e1d55dcd28829.setContent(html_5db659da87c2cfeb2bb109e14ac55558);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6fd851e25a5e1286d2f3668db9b77924.bindPopup(popup_b71f8e3a676790515c2e1d55dcd28829)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7559f15e2ab6da1c5f3caf733cd4eacd = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_e5edd98f273ad8ca93c20148fc5814b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_add415d5ce31de1ef0e1fccd518fc548 = $(`&lt;div id=&quot;html_add415d5ce31de1ef0e1fccd518fc548&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 370.11&lt;/div&gt;`)[0];\n",
              "                popup_e5edd98f273ad8ca93c20148fc5814b6.setContent(html_add415d5ce31de1ef0e1fccd518fc548);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7559f15e2ab6da1c5f3caf733cd4eacd.bindPopup(popup_e5edd98f273ad8ca93c20148fc5814b6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e12ea1cad867415bf5854bd025d76d3 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_853f98c791c5918d2016b99e7be1c92b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_de3ca7e3e6d6e471b3a0017fd24891d8 = $(`&lt;div id=&quot;html_de3ca7e3e6d6e471b3a0017fd24891d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.51&lt;/div&gt;`)[0];\n",
              "                popup_853f98c791c5918d2016b99e7be1c92b.setContent(html_de3ca7e3e6d6e471b3a0017fd24891d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e12ea1cad867415bf5854bd025d76d3.bindPopup(popup_853f98c791c5918d2016b99e7be1c92b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_799b709a87b31eeab9bc1dfce75972a7 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_f9a499b94dfd25a11da85ebfc66aa2a8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d8a64dcb09f2532a112d364136f7bda = $(`&lt;div id=&quot;html_8d8a64dcb09f2532a112d364136f7bda&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 539.56&lt;/div&gt;`)[0];\n",
              "                popup_f9a499b94dfd25a11da85ebfc66aa2a8.setContent(html_8d8a64dcb09f2532a112d364136f7bda);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_799b709a87b31eeab9bc1dfce75972a7.bindPopup(popup_f9a499b94dfd25a11da85ebfc66aa2a8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8e0d36bb59abbba5952c526897bd9762 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_c0a44483e31ed6677c405daf26c19f1d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_45180ffad49f59cfd4a5fa6ad984d611 = $(`&lt;div id=&quot;html_45180ffad49f59cfd4a5fa6ad984d611&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 184.15&lt;/div&gt;`)[0];\n",
              "                popup_c0a44483e31ed6677c405daf26c19f1d.setContent(html_45180ffad49f59cfd4a5fa6ad984d611);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8e0d36bb59abbba5952c526897bd9762.bindPopup(popup_c0a44483e31ed6677c405daf26c19f1d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f3d40af23369c68c8022e01a7142675c = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_5982f18195da209f20d3899dc0ae728d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19821acb971150e3fd3077cacff23f49 = $(`&lt;div id=&quot;html_19821acb971150e3fd3077cacff23f49&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 265.1&lt;/div&gt;`)[0];\n",
              "                popup_5982f18195da209f20d3899dc0ae728d.setContent(html_19821acb971150e3fd3077cacff23f49);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f3d40af23369c68c8022e01a7142675c.bindPopup(popup_5982f18195da209f20d3899dc0ae728d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0ccb547360ea87ff9646c380d2021e70 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_8593933ac9c44d857e4ad2b1d100189a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e306f7c1aa052a56db379a89101cefc = $(`&lt;div id=&quot;html_3e306f7c1aa052a56db379a89101cefc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 419.33&lt;/div&gt;`)[0];\n",
              "                popup_8593933ac9c44d857e4ad2b1d100189a.setContent(html_3e306f7c1aa052a56db379a89101cefc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0ccb547360ea87ff9646c380d2021e70.bindPopup(popup_8593933ac9c44d857e4ad2b1d100189a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d5f10ca36a98b8e15037201517e3fe5 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_3e41b9e2a792c903879061f294e4de66 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5da91d0930b7d2825b20ecfabdb1c71a = $(`&lt;div id=&quot;html_5da91d0930b7d2825b20ecfabdb1c71a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 210.48&lt;/div&gt;`)[0];\n",
              "                popup_3e41b9e2a792c903879061f294e4de66.setContent(html_5da91d0930b7d2825b20ecfabdb1c71a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d5f10ca36a98b8e15037201517e3fe5.bindPopup(popup_3e41b9e2a792c903879061f294e4de66)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_04bd79e003ded7193d97e335d306d27e = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_8abe7b8bd9afdc9d351a607d737ce14f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_975ef40714696e3abf368f61b5e6a6fc = $(`&lt;div id=&quot;html_975ef40714696e3abf368f61b5e6a6fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 3.42&lt;/div&gt;`)[0];\n",
              "                popup_8abe7b8bd9afdc9d351a607d737ce14f.setContent(html_975ef40714696e3abf368f61b5e6a6fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_04bd79e003ded7193d97e335d306d27e.bindPopup(popup_8abe7b8bd9afdc9d351a607d737ce14f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7022948b15c1f72149b41a98848bf95d = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_cfdcc303f480ac01c6ab01a788f7027a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2144811a20b6d3dd8170f19d38a7f431 = $(`&lt;div id=&quot;html_2144811a20b6d3dd8170f19d38a7f431&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 342.4&lt;/div&gt;`)[0];\n",
              "                popup_cfdcc303f480ac01c6ab01a788f7027a.setContent(html_2144811a20b6d3dd8170f19d38a7f431);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7022948b15c1f72149b41a98848bf95d.bindPopup(popup_cfdcc303f480ac01c6ab01a788f7027a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_51d4cdf578d76e52ffe0b56832e47802 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_f28e9fd7bb24af2ad54bf5c41febe101 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0795cc5ae99bff593bf69a6a1edfbdb = $(`&lt;div id=&quot;html_b0795cc5ae99bff593bf69a6a1edfbdb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 1.83&lt;/div&gt;`)[0];\n",
              "                popup_f28e9fd7bb24af2ad54bf5c41febe101.setContent(html_b0795cc5ae99bff593bf69a6a1edfbdb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_51d4cdf578d76e52ffe0b56832e47802.bindPopup(popup_f28e9fd7bb24af2ad54bf5c41febe101)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ba854f1110ff3867b978489a418b9a83 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_a031d6047b261ea152b5651533b31174 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_38f2ea51480b407ebdbad7b323bdbb4c = $(`&lt;div id=&quot;html_38f2ea51480b407ebdbad7b323bdbb4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 212.72&lt;/div&gt;`)[0];\n",
              "                popup_a031d6047b261ea152b5651533b31174.setContent(html_38f2ea51480b407ebdbad7b323bdbb4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ba854f1110ff3867b978489a418b9a83.bindPopup(popup_a031d6047b261ea152b5651533b31174)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_393f15a30f71a3b9bc14d1646f6da555 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_f55386d0c7946d9941ef85133fb2f7d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c72916575137a7c84f05bc674b84f22 = $(`&lt;div id=&quot;html_5c72916575137a7c84f05bc674b84f22&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 379.52&lt;/div&gt;`)[0];\n",
              "                popup_f55386d0c7946d9941ef85133fb2f7d2.setContent(html_5c72916575137a7c84f05bc674b84f22);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_393f15a30f71a3b9bc14d1646f6da555.bindPopup(popup_f55386d0c7946d9941ef85133fb2f7d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9f1bec15d8d6b8df362792f80cf0335 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_a72c29d738124fd37a3898fabc13a4b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e70991c725eb229a081b75aaa075d04 = $(`&lt;div id=&quot;html_4e70991c725eb229a081b75aaa075d04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 426.9&lt;/div&gt;`)[0];\n",
              "                popup_a72c29d738124fd37a3898fabc13a4b8.setContent(html_4e70991c725eb229a081b75aaa075d04);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9f1bec15d8d6b8df362792f80cf0335.bindPopup(popup_a72c29d738124fd37a3898fabc13a4b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb8357461f8ff81de22676721ec58f0c = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_2d6bb2180c1333885bc8715600ceb788 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4d17f73bab326d73237895f04239ac7d = $(`&lt;div id=&quot;html_4d17f73bab326d73237895f04239ac7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 140.55&lt;/div&gt;`)[0];\n",
              "                popup_2d6bb2180c1333885bc8715600ceb788.setContent(html_4d17f73bab326d73237895f04239ac7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb8357461f8ff81de22676721ec58f0c.bindPopup(popup_2d6bb2180c1333885bc8715600ceb788)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_03f7b0e85b9a9f0f1cb43ef05569e7e7 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_c24133a960c674cd1b6b93fbe12bb6d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c9a08fbe9ed66d5a4637e48b65514fc9 = $(`&lt;div id=&quot;html_c9a08fbe9ed66d5a4637e48b65514fc9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 67.86&lt;/div&gt;`)[0];\n",
              "                popup_c24133a960c674cd1b6b93fbe12bb6d4.setContent(html_c9a08fbe9ed66d5a4637e48b65514fc9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_03f7b0e85b9a9f0f1cb43ef05569e7e7.bindPopup(popup_c24133a960c674cd1b6b93fbe12bb6d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b18020597ffa809f4b328917ea2bee41 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_153e01f5a83a0b9a4d6374c458a5374f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a8d8327829d93efc6a4761dbea9ce5c1 = $(`&lt;div id=&quot;html_a8d8327829d93efc6a4761dbea9ce5c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 67.86&lt;/div&gt;`)[0];\n",
              "                popup_153e01f5a83a0b9a4d6374c458a5374f.setContent(html_a8d8327829d93efc6a4761dbea9ce5c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b18020597ffa809f4b328917ea2bee41.bindPopup(popup_153e01f5a83a0b9a4d6374c458a5374f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a5a4e6e918f361e449ed50a3434131e3 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_510ca423ebfa1c0a464020dde338d892 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0f792d9bb5f120ecc2c0768db1233e22 = $(`&lt;div id=&quot;html_0f792d9bb5f120ecc2c0768db1233e22&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 330.41&lt;/div&gt;`)[0];\n",
              "                popup_510ca423ebfa1c0a464020dde338d892.setContent(html_0f792d9bb5f120ecc2c0768db1233e22);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a5a4e6e918f361e449ed50a3434131e3.bindPopup(popup_510ca423ebfa1c0a464020dde338d892)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0658ee1e626f4f84b41e3fd26100109b = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_84ee8488f669ddca680dc16c8e2fea16 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a9864f5f39844606592544e0406acd0 = $(`&lt;div id=&quot;html_3a9864f5f39844606592544e0406acd0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_84ee8488f669ddca680dc16c8e2fea16.setContent(html_3a9864f5f39844606592544e0406acd0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0658ee1e626f4f84b41e3fd26100109b.bindPopup(popup_84ee8488f669ddca680dc16c8e2fea16)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9f5651d0a1ba612b44a73533961789ab = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bbdd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bbdd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_d487797a953065e3c568400ade94de59 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_31ea6253ec1c2ae4bbf665f1b9b15151 = $(`&lt;div id=&quot;html_31ea6253ec1c2ae4bbf665f1b9b15151&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 36.55&lt;/div&gt;`)[0];\n",
              "                popup_d487797a953065e3c568400ade94de59.setContent(html_31ea6253ec1c2ae4bbf665f1b9b15151);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9f5651d0a1ba612b44a73533961789ab.bindPopup(popup_d487797a953065e3c568400ade94de59)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_082802ea6b93e5a5afa6f3e8bad7bda1 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_8d7b5d1daea57f0f43ae7afc07a7db0f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a724203787d69cb06326392786cee398 = $(`&lt;div id=&quot;html_a724203787d69cb06326392786cee398&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_8d7b5d1daea57f0f43ae7afc07a7db0f.setContent(html_a724203787d69cb06326392786cee398);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_082802ea6b93e5a5afa6f3e8bad7bda1.bindPopup(popup_8d7b5d1daea57f0f43ae7afc07a7db0f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bfae325ace5851bd7857d28cb1f1a5d0 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_ff4dadcf546ba55e340db431630e95e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a1fc67569af09dd773ffd1ab9bcbba8 = $(`&lt;div id=&quot;html_2a1fc67569af09dd773ffd1ab9bcbba8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 389.92&lt;/div&gt;`)[0];\n",
              "                popup_ff4dadcf546ba55e340db431630e95e2.setContent(html_2a1fc67569af09dd773ffd1ab9bcbba8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bfae325ace5851bd7857d28cb1f1a5d0.bindPopup(popup_ff4dadcf546ba55e340db431630e95e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0ac887b441b9dd2e98b73cb40619ced3 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_23820713f0274930603e600a9cdc4d4c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b1f368bb22d931c9abcb0a6729bc1df = $(`&lt;div id=&quot;html_6b1f368bb22d931c9abcb0a6729bc1df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 2.13&lt;/div&gt;`)[0];\n",
              "                popup_23820713f0274930603e600a9cdc4d4c.setContent(html_6b1f368bb22d931c9abcb0a6729bc1df);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0ac887b441b9dd2e98b73cb40619ced3.bindPopup(popup_23820713f0274930603e600a9cdc4d4c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33e8265436f953bf30d2c082d5365e4c = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_c1884827401108c041e574d892e404ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_141716408f53bbdc97933fc54ffe7b6e = $(`&lt;div id=&quot;html_141716408f53bbdc97933fc54ffe7b6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 427.88&lt;/div&gt;`)[0];\n",
              "                popup_c1884827401108c041e574d892e404ed.setContent(html_141716408f53bbdc97933fc54ffe7b6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33e8265436f953bf30d2c082d5365e4c.bindPopup(popup_c1884827401108c041e574d892e404ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ae610c6f385377fbe2aa5e8dd6c4f35 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_53d6dc6bbd6c80d305db0285f35dee89 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b5f4ff4c236dac53658e1bc12d26623b = $(`&lt;div id=&quot;html_b5f4ff4c236dac53658e1bc12d26623b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 372.56&lt;/div&gt;`)[0];\n",
              "                popup_53d6dc6bbd6c80d305db0285f35dee89.setContent(html_b5f4ff4c236dac53658e1bc12d26623b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ae610c6f385377fbe2aa5e8dd6c4f35.bindPopup(popup_53d6dc6bbd6c80d305db0285f35dee89)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21b24783c60717508952fbd837b951f5 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c9e400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c9e400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_22c6c58e3e85187364d399ad1224411e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cffda3f3eba9474c3e8d3c552bfa2e70 = $(`&lt;div id=&quot;html_cffda3f3eba9474c3e8d3c552bfa2e70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 39.29&lt;/div&gt;`)[0];\n",
              "                popup_22c6c58e3e85187364d399ad1224411e.setContent(html_cffda3f3eba9474c3e8d3c552bfa2e70);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21b24783c60717508952fbd837b951f5.bindPopup(popup_22c6c58e3e85187364d399ad1224411e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_14e7d4daf4e0e91531f0eec3f6de2e29 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eaf500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eaf500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_bc46b921ddea41548dd054953cf1b71f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce48fc0939d4319aa132f27fda3eda6a = $(`&lt;div id=&quot;html_ce48fc0939d4319aa132f27fda3eda6a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 45.75&lt;/div&gt;`)[0];\n",
              "                popup_bc46b921ddea41548dd054953cf1b71f.setContent(html_ce48fc0939d4319aa132f27fda3eda6a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_14e7d4daf4e0e91531f0eec3f6de2e29.bindPopup(popup_bc46b921ddea41548dd054953cf1b71f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8dbc9633890d00bfa306cb4a31190c86 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffff00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffff00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_da6924981ef9d1f71d7560fb6c6c8dbe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c652348ef6d5f85f2f728f186d588ca2 = $(`&lt;div id=&quot;html_c652348ef6d5f85f2f728f186d588ca2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 49.91&lt;/div&gt;`)[0];\n",
              "                popup_da6924981ef9d1f71d7560fb6c6c8dbe.setContent(html_c652348ef6d5f85f2f728f186d588ca2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8dbc9633890d00bfa306cb4a31190c86.bindPopup(popup_da6924981ef9d1f71d7560fb6c6c8dbe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2940c23e61f2266c8c702f9b6a23309b = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffff00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffff00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_52b3d3f7dbe6a36855f9fa7e3b963dd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74e5499b0ee638ed14f47ea2edfcf52c = $(`&lt;div id=&quot;html_74e5499b0ee638ed14f47ea2edfcf52c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 49.91&lt;/div&gt;`)[0];\n",
              "                popup_52b3d3f7dbe6a36855f9fa7e3b963dd2.setContent(html_74e5499b0ee638ed14f47ea2edfcf52c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2940c23e61f2266c8c702f9b6a23309b.bindPopup(popup_52b3d3f7dbe6a36855f9fa7e3b963dd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_78e23cd528f893ea0f78524f05cc985d = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_c9ff6dabbbd4cf8def7f65503b17f0f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5fc60c7c4def937e4195cd5e137cfdc2 = $(`&lt;div id=&quot;html_5fc60c7c4def937e4195cd5e137cfdc2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 453.65&lt;/div&gt;`)[0];\n",
              "                popup_c9ff6dabbbd4cf8def7f65503b17f0f4.setContent(html_5fc60c7c4def937e4195cd5e137cfdc2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_78e23cd528f893ea0f78524f05cc985d.bindPopup(popup_c9ff6dabbbd4cf8def7f65503b17f0f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_547019b4a5d92b977e4dc32bbb8a3007 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7cbe00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7cbe00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_edc23a9acd6cb29ed18f195f5603fe4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f259afac3622f56cc9f2758f3e04f963 = $(`&lt;div id=&quot;html_f259afac3622f56cc9f2758f3e04f963&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 24.35&lt;/div&gt;`)[0];\n",
              "                popup_edc23a9acd6cb29ed18f195f5603fe4f.setContent(html_f259afac3622f56cc9f2758f3e04f963);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_547019b4a5d92b977e4dc32bbb8a3007.bindPopup(popup_edc23a9acd6cb29ed18f195f5603fe4f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f56ac8a466451d4643f97edbf869eeba = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_321fa5432384131bd15c8d8b3f1e7dc1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1fe73426ab50c02a8de0ddf672859622 = $(`&lt;div id=&quot;html_1fe73426ab50c02a8de0ddf672859622&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 1.9&lt;/div&gt;`)[0];\n",
              "                popup_321fa5432384131bd15c8d8b3f1e7dc1.setContent(html_1fe73426ab50c02a8de0ddf672859622);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f56ac8a466451d4643f97edbf869eeba.bindPopup(popup_321fa5432384131bd15c8d8b3f1e7dc1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b237fbe5bb96b55a165d52ba28b7aa73 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_dcf4d98703c5138fced182b580833580 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4d877ff8552dd3fcef02138d1e8cc22f = $(`&lt;div id=&quot;html_4d877ff8552dd3fcef02138d1e8cc22f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 235.87&lt;/div&gt;`)[0];\n",
              "                popup_dcf4d98703c5138fced182b580833580.setContent(html_4d877ff8552dd3fcef02138d1e8cc22f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b237fbe5bb96b55a165d52ba28b7aa73.bindPopup(popup_dcf4d98703c5138fced182b580833580)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a14989bf7ad31fc384d3b716d1ca3658 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#99cc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#99cc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_f0261c2c3b5647252d00100503dee671 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_267a65e6f0826394dbe48bc2c590907c = $(`&lt;div id=&quot;html_267a65e6f0826394dbe48bc2c590907c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 29.97&lt;/div&gt;`)[0];\n",
              "                popup_f0261c2c3b5647252d00100503dee671.setContent(html_267a65e6f0826394dbe48bc2c590907c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a14989bf7ad31fc384d3b716d1ca3658.bindPopup(popup_f0261c2c3b5647252d00100503dee671)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb4f092e873527641b2c738a81516818 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_c73dd03f124b6831335b0c43083e264c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_003aac36f51c13ab0e6d96bc798dd31e = $(`&lt;div id=&quot;html_003aac36f51c13ab0e6d96bc798dd31e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 313.4&lt;/div&gt;`)[0];\n",
              "                popup_c73dd03f124b6831335b0c43083e264c.setContent(html_003aac36f51c13ab0e6d96bc798dd31e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb4f092e873527641b2c738a81516818.bindPopup(popup_c73dd03f124b6831335b0c43083e264c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_146cf347f76003343e9fdc896e1b4844 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_90d938b7051abdf2938c3cedff7081b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a34bff5b2ddbe74bb015a4a474a40407 = $(`&lt;div id=&quot;html_a34bff5b2ddbe74bb015a4a474a40407&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 313.4&lt;/div&gt;`)[0];\n",
              "                popup_90d938b7051abdf2938c3cedff7081b3.setContent(html_a34bff5b2ddbe74bb015a4a474a40407);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_146cf347f76003343e9fdc896e1b4844.bindPopup(popup_90d938b7051abdf2938c3cedff7081b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b1404a249642ba180b336b4cb98d9994 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_45202de861a6e1f89cb09d8cedc8a635 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7779295c832c8f905d82a322c53b271c = $(`&lt;div id=&quot;html_7779295c832c8f905d82a322c53b271c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 385.7&lt;/div&gt;`)[0];\n",
              "                popup_45202de861a6e1f89cb09d8cedc8a635.setContent(html_7779295c832c8f905d82a322c53b271c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b1404a249642ba180b336b4cb98d9994.bindPopup(popup_45202de861a6e1f89cb09d8cedc8a635)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_218ea7796cdc524628b78435d99b3261 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_28416d57769bebacb419e73246b22865 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac39853c7dc72bf21bb1075ead7f17bb = $(`&lt;div id=&quot;html_ac39853c7dc72bf21bb1075ead7f17bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 186.7&lt;/div&gt;`)[0];\n",
              "                popup_28416d57769bebacb419e73246b22865.setContent(html_ac39853c7dc72bf21bb1075ead7f17bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_218ea7796cdc524628b78435d99b3261.bindPopup(popup_28416d57769bebacb419e73246b22865)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_847c4776bcc470f5643fbef395f64ecb = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c522b5034448726370be30d6544307ed);\n",
              "        \n",
              "    \n",
              "        var popup_fba86c884d66a5829cc5b2d7c040b09d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_687b90e204d2d6204046b9de364ecb1d = $(`&lt;div id=&quot;html_687b90e204d2d6204046b9de364ecb1d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 70.68&lt;/div&gt;`)[0];\n",
              "                popup_fba86c884d66a5829cc5b2d7c040b09d.setContent(html_687b90e204d2d6204046b9de364ecb1d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_847c4776bcc470f5643fbef395f64ecb.bindPopup(popup_fba86c884d66a5829cc5b2d7c040b09d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_03294ee87f265c9c1f49c5a6d2f51190 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5dc271cd1642723f12d032bbf81a5332 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_f664f10c6ba015e33f5dd6f10ec0d83b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a849fe15bfae2769f5954be38f6618eb = $(`&lt;div id=&quot;html_a849fe15bfae2769f5954be38f6618eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.03&lt;/div&gt;`)[0];\n",
              "                popup_f664f10c6ba015e33f5dd6f10ec0d83b.setContent(html_a849fe15bfae2769f5954be38f6618eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5dc271cd1642723f12d032bbf81a5332.bindPopup(popup_f664f10c6ba015e33f5dd6f10ec0d83b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d476faa8494d3ac4477217eb635cdcd = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_9b3d7e2af1d6b312a6adc64030c5471f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_75436290f4dc14a20b37f369760fd3c9 = $(`&lt;div id=&quot;html_75436290f4dc14a20b37f369760fd3c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 174.43&lt;/div&gt;`)[0];\n",
              "                popup_9b3d7e2af1d6b312a6adc64030c5471f.setContent(html_75436290f4dc14a20b37f369760fd3c9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d476faa8494d3ac4477217eb635cdcd.bindPopup(popup_9b3d7e2af1d6b312a6adc64030c5471f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43c08f348dc3d7b0cb76736a2a657845 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_c415bc09c6980f819f68b25f33224ce4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43023e5d6247d234c2d956472634b244 = $(`&lt;div id=&quot;html_43023e5d6247d234c2d956472634b244&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 378.03&lt;/div&gt;`)[0];\n",
              "                popup_c415bc09c6980f819f68b25f33224ce4.setContent(html_43023e5d6247d234c2d956472634b244);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43c08f348dc3d7b0cb76736a2a657845.bindPopup(popup_c415bc09c6980f819f68b25f33224ce4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9f6ce866c5ba423eca710391b48ae61f = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_10ffbd29b140d1c65edf24ead1391df2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa36e01b0c85b456a2e920b9d41ed0a2 = $(`&lt;div id=&quot;html_fa36e01b0c85b456a2e920b9d41ed0a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.22&lt;/div&gt;`)[0];\n",
              "                popup_10ffbd29b140d1c65edf24ead1391df2.setContent(html_fa36e01b0c85b456a2e920b9d41ed0a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9f6ce866c5ba423eca710391b48ae61f.bindPopup(popup_10ffbd29b140d1c65edf24ead1391df2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c0c2057fb9e705f3ad08f12fee1e1d5c = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_1108775708698481ca330384e4f02cd1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b69ebb0e5955627da750531e8f84ef39 = $(`&lt;div id=&quot;html_b69ebb0e5955627da750531e8f84ef39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 527.54&lt;/div&gt;`)[0];\n",
              "                popup_1108775708698481ca330384e4f02cd1.setContent(html_b69ebb0e5955627da750531e8f84ef39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c0c2057fb9e705f3ad08f12fee1e1d5c.bindPopup(popup_1108775708698481ca330384e4f02cd1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3092483d8f277886353841fd33344940 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_bcbbac5601667f2fa12ce97db69533b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_494b535ef46d794936d3a6d2ad93cb6e = $(`&lt;div id=&quot;html_494b535ef46d794936d3a6d2ad93cb6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 153.93&lt;/div&gt;`)[0];\n",
              "                popup_bcbbac5601667f2fa12ce97db69533b0.setContent(html_494b535ef46d794936d3a6d2ad93cb6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3092483d8f277886353841fd33344940.bindPopup(popup_bcbbac5601667f2fa12ce97db69533b0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eff51643b70a4666b16cba08de5b766e = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_3b51243ee749030bd9585888ef9252cf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3be00d4dfb3d2bfd3969230d47454796 = $(`&lt;div id=&quot;html_3be00d4dfb3d2bfd3969230d47454796&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 245.13&lt;/div&gt;`)[0];\n",
              "                popup_3b51243ee749030bd9585888ef9252cf.setContent(html_3be00d4dfb3d2bfd3969230d47454796);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eff51643b70a4666b16cba08de5b766e.bindPopup(popup_3b51243ee749030bd9585888ef9252cf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5944a4347fccbd015df8dec70e8b5503 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_6624334072bd0278a1d1775717cdf882 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b681f0d06d1c03cb8f15e43e26ed6ce7 = $(`&lt;div id=&quot;html_b681f0d06d1c03cb8f15e43e26ed6ce7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 413.09&lt;/div&gt;`)[0];\n",
              "                popup_6624334072bd0278a1d1775717cdf882.setContent(html_b681f0d06d1c03cb8f15e43e26ed6ce7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5944a4347fccbd015df8dec70e8b5503.bindPopup(popup_6624334072bd0278a1d1775717cdf882)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c3980d7d87dca22e143f9f78845e791 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_512594286169cc092e0ca5f8b0d21ed0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3950a12b2ba6bc1f948c93be91b5afe1 = $(`&lt;div id=&quot;html_3950a12b2ba6bc1f948c93be91b5afe1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 195.34&lt;/div&gt;`)[0];\n",
              "                popup_512594286169cc092e0ca5f8b0d21ed0.setContent(html_3950a12b2ba6bc1f948c93be91b5afe1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c3980d7d87dca22e143f9f78845e791.bindPopup(popup_512594286169cc092e0ca5f8b0d21ed0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d51644e10d96eb3d619187407cbe5ca2 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_4b3ac7fe69cc474bc2fc3d0331d996ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f583f71a31ae8cf3125e3d69fca5a66e = $(`&lt;div id=&quot;html_f583f71a31ae8cf3125e3d69fca5a66e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 3.31&lt;/div&gt;`)[0];\n",
              "                popup_4b3ac7fe69cc474bc2fc3d0331d996ba.setContent(html_f583f71a31ae8cf3125e3d69fca5a66e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d51644e10d96eb3d619187407cbe5ca2.bindPopup(popup_4b3ac7fe69cc474bc2fc3d0331d996ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cb80b9f2a6ed0b41a743a275e431e2e1 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_a3d2a5a28bbc021b1512301f8e79881a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cf4dcc11f04709b2ddae20dfb66af37b = $(`&lt;div id=&quot;html_cf4dcc11f04709b2ddae20dfb66af37b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 357.75&lt;/div&gt;`)[0];\n",
              "                popup_a3d2a5a28bbc021b1512301f8e79881a.setContent(html_cf4dcc11f04709b2ddae20dfb66af37b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cb80b9f2a6ed0b41a743a275e431e2e1.bindPopup(popup_a3d2a5a28bbc021b1512301f8e79881a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33033122ca445037f7e0cccdd8e7ef0c = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_da99e18841c9f765138afb5b18ef0bab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1cc3a32f50cd475e88dede908a76ef4 = $(`&lt;div id=&quot;html_c1cc3a32f50cd475e88dede908a76ef4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 1.86&lt;/div&gt;`)[0];\n",
              "                popup_da99e18841c9f765138afb5b18ef0bab.setContent(html_c1cc3a32f50cd475e88dede908a76ef4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33033122ca445037f7e0cccdd8e7ef0c.bindPopup(popup_da99e18841c9f765138afb5b18ef0bab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb134bf7174a5e23f5e3f8e445c356be = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_04d70c0c3c76a93462880f81dfa0c4bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c88d1ff0bb92a837c78844d8d87e7e47 = $(`&lt;div id=&quot;html_c88d1ff0bb92a837c78844d8d87e7e47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 245.53&lt;/div&gt;`)[0];\n",
              "                popup_04d70c0c3c76a93462880f81dfa0c4bc.setContent(html_c88d1ff0bb92a837c78844d8d87e7e47);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb134bf7174a5e23f5e3f8e445c356be.bindPopup(popup_04d70c0c3c76a93462880f81dfa0c4bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d66fc9497ef16243c5c0edd363966961 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_6de3195c533f023688b2d212a5186cec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_010668583965a43624f9232ab2be28a9 = $(`&lt;div id=&quot;html_010668583965a43624f9232ab2be28a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 374.29&lt;/div&gt;`)[0];\n",
              "                popup_6de3195c533f023688b2d212a5186cec.setContent(html_010668583965a43624f9232ab2be28a9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d66fc9497ef16243c5c0edd363966961.bindPopup(popup_6de3195c533f023688b2d212a5186cec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2949e604c406526584625dbf7c2a48bd = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_023678a8352431e6fc42fdd0530e2c6b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7aff545c8cba2ac41f1237e61d15ec6f = $(`&lt;div id=&quot;html_7aff545c8cba2ac41f1237e61d15ec6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 427.8&lt;/div&gt;`)[0];\n",
              "                popup_023678a8352431e6fc42fdd0530e2c6b.setContent(html_7aff545c8cba2ac41f1237e61d15ec6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2949e604c406526584625dbf7c2a48bd.bindPopup(popup_023678a8352431e6fc42fdd0530e2c6b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a64b90ef8b725724c5cdeeafb8c29bdd = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_db4c60161ecded85df731aa1b30524ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e0e034eda0d5e63f4fb928011d45676 = $(`&lt;div id=&quot;html_0e0e034eda0d5e63f4fb928011d45676&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 128.75&lt;/div&gt;`)[0];\n",
              "                popup_db4c60161ecded85df731aa1b30524ab.setContent(html_0e0e034eda0d5e63f4fb928011d45676);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a64b90ef8b725724c5cdeeafb8c29bdd.bindPopup(popup_db4c60161ecded85df731aa1b30524ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9ba64e3d21cdb8f3fb4df5b39415278e = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_6701315fa02a7b40bbd623148fef98a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_41794b9af41785c42441cb82b4e47d81 = $(`&lt;div id=&quot;html_41794b9af41785c42441cb82b4e47d81&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 73.36&lt;/div&gt;`)[0];\n",
              "                popup_6701315fa02a7b40bbd623148fef98a4.setContent(html_41794b9af41785c42441cb82b4e47d81);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9ba64e3d21cdb8f3fb4df5b39415278e.bindPopup(popup_6701315fa02a7b40bbd623148fef98a4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_129f38f2f19d9aed22e70979f1b6b047 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_c0ed402031508e72cdf29433a55f540b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d0b59b688d6e6948e3782755083d1a9 = $(`&lt;div id=&quot;html_9d0b59b688d6e6948e3782755083d1a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 73.36&lt;/div&gt;`)[0];\n",
              "                popup_c0ed402031508e72cdf29433a55f540b.setContent(html_9d0b59b688d6e6948e3782755083d1a9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_129f38f2f19d9aed22e70979f1b6b047.bindPopup(popup_c0ed402031508e72cdf29433a55f540b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d0467ceb0e70e25d9b8a7b3a54142496 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_45f7331a6eb1506debecefae9b12ea31 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_22b83eb1e0441cc071b833351e2b5018 = $(`&lt;div id=&quot;html_22b83eb1e0441cc071b833351e2b5018&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 307.9&lt;/div&gt;`)[0];\n",
              "                popup_45f7331a6eb1506debecefae9b12ea31.setContent(html_22b83eb1e0441cc071b833351e2b5018);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d0467ceb0e70e25d9b8a7b3a54142496.bindPopup(popup_45f7331a6eb1506debecefae9b12ea31)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf2fec426ea266e4129894d5221beb1d = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_ba422925626e603a700cf3ee2b1aecae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a852b74eb39120017dd6db896fc838c6 = $(`&lt;div id=&quot;html_a852b74eb39120017dd6db896fc838c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ba422925626e603a700cf3ee2b1aecae.setContent(html_a852b74eb39120017dd6db896fc838c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf2fec426ea266e4129894d5221beb1d.bindPopup(popup_ba422925626e603a700cf3ee2b1aecae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8c6416324f8993688e4a10e90cf8962d = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_32c514faa61b6f459b4d531a42e209e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee09c421ab67c0ae1d8b25e8d7bf227c = $(`&lt;div id=&quot;html_ee09c421ab67c0ae1d8b25e8d7bf227c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 71.36&lt;/div&gt;`)[0];\n",
              "                popup_32c514faa61b6f459b4d531a42e209e9.setContent(html_ee09c421ab67c0ae1d8b25e8d7bf227c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8c6416324f8993688e4a10e90cf8962d.bindPopup(popup_32c514faa61b6f459b4d531a42e209e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd737110e6ad48bd6fd8f1215a1d8980 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_faa803e7b5c42ae93430dd248ca04f1c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b7123d6c330a75014594848f974d96d7 = $(`&lt;div id=&quot;html_b7123d6c330a75014594848f974d96d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_faa803e7b5c42ae93430dd248ca04f1c.setContent(html_b7123d6c330a75014594848f974d96d7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd737110e6ad48bd6fd8f1215a1d8980.bindPopup(popup_faa803e7b5c42ae93430dd248ca04f1c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf60ee08b8e1ae5d49a6a774a112d6b6 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_434bbec8036273b840f86c7dcaf2fc9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_91601c7fc4ce713e018ff3cb9936dc10 = $(`&lt;div id=&quot;html_91601c7fc4ce713e018ff3cb9936dc10&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 381.78&lt;/div&gt;`)[0];\n",
              "                popup_434bbec8036273b840f86c7dcaf2fc9c.setContent(html_91601c7fc4ce713e018ff3cb9936dc10);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf60ee08b8e1ae5d49a6a774a112d6b6.bindPopup(popup_434bbec8036273b840f86c7dcaf2fc9c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2924ee1566d773a53cfc4955ac2df7de = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_70e6fb20d6460e9e58988ff5745f3a57 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f3fcfc1c9420158f6a0ca7a5795596b5 = $(`&lt;div id=&quot;html_f3fcfc1c9420158f6a0ca7a5795596b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 3.36&lt;/div&gt;`)[0];\n",
              "                popup_70e6fb20d6460e9e58988ff5745f3a57.setContent(html_f3fcfc1c9420158f6a0ca7a5795596b5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2924ee1566d773a53cfc4955ac2df7de.bindPopup(popup_70e6fb20d6460e9e58988ff5745f3a57)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1022caf1a9692a19f6e8c254644215a2 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_4772d34a5431c70078c049ef665c82f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0b8fd0f7bd92043fb4f267a5e035669 = $(`&lt;div id=&quot;html_b0b8fd0f7bd92043fb4f267a5e035669&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 430.51&lt;/div&gt;`)[0];\n",
              "                popup_4772d34a5431c70078c049ef665c82f7.setContent(html_b0b8fd0f7bd92043fb4f267a5e035669);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1022caf1a9692a19f6e8c254644215a2.bindPopup(popup_4772d34a5431c70078c049ef665c82f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b2d0de2c9a5d72419e491f059a5b64e0 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_c5c9bff49ccce964399b3e6e59128ee4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_88944d723f71d9358bf44fd3a3eabfee = $(`&lt;div id=&quot;html_88944d723f71d9358bf44fd3a3eabfee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 347.74&lt;/div&gt;`)[0];\n",
              "                popup_c5c9bff49ccce964399b3e6e59128ee4.setContent(html_88944d723f71d9358bf44fd3a3eabfee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b2d0de2c9a5d72419e491f059a5b64e0.bindPopup(popup_c5c9bff49ccce964399b3e6e59128ee4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c1282306d81a50d7e2405a084f9035e8 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_58bd9b503c99f09a623b7d68ca493bda = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0731670b09a541988881b22ab786f07 = $(`&lt;div id=&quot;html_a0731670b09a541988881b22ab786f07&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 71.46&lt;/div&gt;`)[0];\n",
              "                popup_58bd9b503c99f09a623b7d68ca493bda.setContent(html_a0731670b09a541988881b22ab786f07);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c1282306d81a50d7e2405a084f9035e8.bindPopup(popup_58bd9b503c99f09a623b7d68ca493bda)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b92e4fec9fd0b373c9d2ce4093a0440 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_ff22038dcc72785a4c4a95ca782171dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d4ec601b62a29dac78249b191bcf8826 = $(`&lt;div id=&quot;html_d4ec601b62a29dac78249b191bcf8826&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 56.8&lt;/div&gt;`)[0];\n",
              "                popup_ff22038dcc72785a4c4a95ca782171dc.setContent(html_d4ec601b62a29dac78249b191bcf8826);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b92e4fec9fd0b373c9d2ce4093a0440.bindPopup(popup_ff22038dcc72785a4c4a95ca782171dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_290161359d59b0e68d6b83a802752238 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_d494cdfec438bcd2d0f72466eac0db1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_05f93cdfec0f26e82fe7aacbdeddaa4a = $(`&lt;div id=&quot;html_05f93cdfec0f26e82fe7aacbdeddaa4a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 56.92&lt;/div&gt;`)[0];\n",
              "                popup_d494cdfec438bcd2d0f72466eac0db1b.setContent(html_05f93cdfec0f26e82fe7aacbdeddaa4a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_290161359d59b0e68d6b83a802752238.bindPopup(popup_d494cdfec438bcd2d0f72466eac0db1b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d37cdecc76807e72c9877bd16b721877 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_80219614c7af496310cf09f42a141b5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_927e4a589137086e1fd367378d4d6c51 = $(`&lt;div id=&quot;html_927e4a589137086e1fd367378d4d6c51&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 56.92&lt;/div&gt;`)[0];\n",
              "                popup_80219614c7af496310cf09f42a141b5f.setContent(html_927e4a589137086e1fd367378d4d6c51);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d37cdecc76807e72c9877bd16b721877.bindPopup(popup_80219614c7af496310cf09f42a141b5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6d89c6b335fcd73585bd67fecdb6f6d6 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_f544a1b41cd6623b0936b3a3116ed3e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ad5dc5b3ceec14e3eef1fb5a26f4c9f = $(`&lt;div id=&quot;html_5ad5dc5b3ceec14e3eef1fb5a26f4c9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 447.47&lt;/div&gt;`)[0];\n",
              "                popup_f544a1b41cd6623b0936b3a3116ed3e2.setContent(html_5ad5dc5b3ceec14e3eef1fb5a26f4c9f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6d89c6b335fcd73585bd67fecdb6f6d6.bindPopup(popup_f544a1b41cd6623b0936b3a3116ed3e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e9d08a47fad0ae369d43cc38a6bfccf2 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7dbe00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7dbe00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_f075595a975453f540bd75f9adf67106 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bbf91967e28bb07778da5692cf95b448 = $(`&lt;div id=&quot;html_bbf91967e28bb07778da5692cf95b448&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 24.45&lt;/div&gt;`)[0];\n",
              "                popup_f075595a975453f540bd75f9adf67106.setContent(html_bbf91967e28bb07778da5692cf95b448);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e9d08a47fad0ae369d43cc38a6bfccf2.bindPopup(popup_f075595a975453f540bd75f9adf67106)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b840de412abfddc7690eebf3fca4e2e = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#068300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#068300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_0ae39f786bc6f8de2623871d6e0e6373 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b38a3ff8fd736e4d13346d4c2c0317fb = $(`&lt;div id=&quot;html_b38a3ff8fd736e4d13346d4c2c0317fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 1.25&lt;/div&gt;`)[0];\n",
              "                popup_0ae39f786bc6f8de2623871d6e0e6373.setContent(html_b38a3ff8fd736e4d13346d4c2c0317fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b840de412abfddc7690eebf3fca4e2e.bindPopup(popup_0ae39f786bc6f8de2623871d6e0e6373)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8a103abcd1efe40d1f9cbaf5a8ed8ce2 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_fe61bdad60d5fb136852488776ea492f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c48377562fc237f4830bd35f525d184c = $(`&lt;div id=&quot;html_c48377562fc237f4830bd35f525d184c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 232.68&lt;/div&gt;`)[0];\n",
              "                popup_fe61bdad60d5fb136852488776ea492f.setContent(html_c48377562fc237f4830bd35f525d184c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8a103abcd1efe40d1f9cbaf5a8ed8ce2.bindPopup(popup_fe61bdad60d5fb136852488776ea492f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_384ceda626b936563fd87d926d0e8ee4 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9acd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9acd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_56d8f1683ce4db46122d55a7d9c2fd86 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_da0f4c15342a292f7e7552182dccfeed = $(`&lt;div id=&quot;html_da0f4c15342a292f7e7552182dccfeed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 30.16&lt;/div&gt;`)[0];\n",
              "                popup_56d8f1683ce4db46122d55a7d9c2fd86.setContent(html_da0f4c15342a292f7e7552182dccfeed);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_384ceda626b936563fd87d926d0e8ee4.bindPopup(popup_56d8f1683ce4db46122d55a7d9c2fd86)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d49764555dd3782293692ed5889859b5 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_d3e8dabba07568788720fa9839dbab96 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_242f90e3b78df3da985345ffa712d4ab = $(`&lt;div id=&quot;html_242f90e3b78df3da985345ffa712d4ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 349.7&lt;/div&gt;`)[0];\n",
              "                popup_d3e8dabba07568788720fa9839dbab96.setContent(html_242f90e3b78df3da985345ffa712d4ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d49764555dd3782293692ed5889859b5.bindPopup(popup_d3e8dabba07568788720fa9839dbab96)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_42313cdef245ac1bf3da186e2ca21b6f = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_f96ecfc16509d2120e8bd43a9d39e032 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_431ad314d81f469ba98f277810ced562 = $(`&lt;div id=&quot;html_431ad314d81f469ba98f277810ced562&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 349.7&lt;/div&gt;`)[0];\n",
              "                popup_f96ecfc16509d2120e8bd43a9d39e032.setContent(html_431ad314d81f469ba98f277810ced562);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_42313cdef245ac1bf3da186e2ca21b6f.bindPopup(popup_f96ecfc16509d2120e8bd43a9d39e032)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eddfe146b4b8ef48cf1ceb5675d5a0d0 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_01a934ad778945d5dce219bf762ac29b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3124cf637e28609a755f2a2a2781d30 = $(`&lt;div id=&quot;html_c3124cf637e28609a755f2a2a2781d30&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 331.77&lt;/div&gt;`)[0];\n",
              "                popup_01a934ad778945d5dce219bf762ac29b.setContent(html_c3124cf637e28609a755f2a2a2781d30);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eddfe146b4b8ef48cf1ceb5675d5a0d0.bindPopup(popup_01a934ad778945d5dce219bf762ac29b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c604e8b20f3198a37bef5f7d9c877b54 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_215fffc7066de4a76b46256465cdea51 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd8c13b62386c6e5cc61e2f8154e30c6 = $(`&lt;div id=&quot;html_fd8c13b62386c6e5cc61e2f8154e30c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 203.08&lt;/div&gt;`)[0];\n",
              "                popup_215fffc7066de4a76b46256465cdea51.setContent(html_fd8c13b62386c6e5cc61e2f8154e30c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c604e8b20f3198a37bef5f7d9c877b54.bindPopup(popup_215fffc7066de4a76b46256465cdea51)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1db94f49e7f60e0b1276753d599ca31c = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_03294ee87f265c9c1f49c5a6d2f51190);\n",
              "        \n",
              "    \n",
              "        var popup_7cf1366ca0d1430790d0150838d85696 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a478a9142f96b7e366bae94b60e4e176 = $(`&lt;div id=&quot;html_a478a9142f96b7e366bae94b60e4e176&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 57.22&lt;/div&gt;`)[0];\n",
              "                popup_7cf1366ca0d1430790d0150838d85696.setContent(html_a478a9142f96b7e366bae94b60e4e176);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1db94f49e7f60e0b1276753d599ca31c.bindPopup(popup_7cf1366ca0d1430790d0150838d85696)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_77096269ff38a6ea1968a030ad53ac65 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e1a1a6b93ede4755b7e7bb998a9c6e03 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_52c19b1eb755b5603ccf7af175597b94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7bbadb8e3ac029e12ee1c8ec13ff093c = $(`&lt;div id=&quot;html_7bbadb8e3ac029e12ee1c8ec13ff093c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_52c19b1eb755b5603ccf7af175597b94.setContent(html_7bbadb8e3ac029e12ee1c8ec13ff093c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1a1a6b93ede4755b7e7bb998a9c6e03.bindPopup(popup_52c19b1eb755b5603ccf7af175597b94)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_edf128ad660efadff93d2d7ddedd18a7 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_ed9b366d336830243c13c22a6074b499 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_684c73a7d195632c31ce29ff47fc760c = $(`&lt;div id=&quot;html_684c73a7d195632c31ce29ff47fc760c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 180.9&lt;/div&gt;`)[0];\n",
              "                popup_ed9b366d336830243c13c22a6074b499.setContent(html_684c73a7d195632c31ce29ff47fc760c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_edf128ad660efadff93d2d7ddedd18a7.bindPopup(popup_ed9b366d336830243c13c22a6074b499)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d6795a6eb93f927580694e2ee6b99418 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_a29f7e41ae77ee430a3950b8db1be3b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cd00fdaef03d8938c86e80282e5726f5 = $(`&lt;div id=&quot;html_cd00fdaef03d8938c86e80282e5726f5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 395.0&lt;/div&gt;`)[0];\n",
              "                popup_a29f7e41ae77ee430a3950b8db1be3b7.setContent(html_cd00fdaef03d8938c86e80282e5726f5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d6795a6eb93f927580694e2ee6b99418.bindPopup(popup_a29f7e41ae77ee430a3950b8db1be3b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_35099c9da17d86ac59e0613c7c434785 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_c230789ba38fd6001617373c09d3a820 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_98115cc38e1065db65d647ac1d54583e = $(`&lt;div id=&quot;html_98115cc38e1065db65d647ac1d54583e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.53&lt;/div&gt;`)[0];\n",
              "                popup_c230789ba38fd6001617373c09d3a820.setContent(html_98115cc38e1065db65d647ac1d54583e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_35099c9da17d86ac59e0613c7c434785.bindPopup(popup_c230789ba38fd6001617373c09d3a820)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0527bba45576183e11ba5c2952fb13af = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_e316dc9b99da362b34164e517706aa27 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39ef45438e17326062e9a5c3cb242491 = $(`&lt;div id=&quot;html_39ef45438e17326062e9a5c3cb242491&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 487.52&lt;/div&gt;`)[0];\n",
              "                popup_e316dc9b99da362b34164e517706aa27.setContent(html_39ef45438e17326062e9a5c3cb242491);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0527bba45576183e11ba5c2952fb13af.bindPopup(popup_e316dc9b99da362b34164e517706aa27)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_723b68d3dcb85245d30e476e5203d7b2 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_b4bf79c90416de5a8965b9c7be523a61 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cdeb92d017b522d9a16d38469682c17e = $(`&lt;div id=&quot;html_cdeb92d017b522d9a16d38469682c17e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 140.59&lt;/div&gt;`)[0];\n",
              "                popup_b4bf79c90416de5a8965b9c7be523a61.setContent(html_cdeb92d017b522d9a16d38469682c17e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_723b68d3dcb85245d30e476e5203d7b2.bindPopup(popup_b4bf79c90416de5a8965b9c7be523a61)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_693cb2db820b00b257402e883c842136 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_82a1eb05a946162edd2ffd6dd1dd8966 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e18977dcd5ae49c3bf0202583e77d8d4 = $(`&lt;div id=&quot;html_e18977dcd5ae49c3bf0202583e77d8d4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 243.04&lt;/div&gt;`)[0];\n",
              "                popup_82a1eb05a946162edd2ffd6dd1dd8966.setContent(html_e18977dcd5ae49c3bf0202583e77d8d4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_693cb2db820b00b257402e883c842136.bindPopup(popup_82a1eb05a946162edd2ffd6dd1dd8966)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f4391d3943a26d894ffb7ef086707af8 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_5a3e779133fc2d4fd6cbc7eea9e43865 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_04ebc890fb0551ff3e7cd1f9b18d97e5 = $(`&lt;div id=&quot;html_04ebc890fb0551ff3e7cd1f9b18d97e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 406.82&lt;/div&gt;`)[0];\n",
              "                popup_5a3e779133fc2d4fd6cbc7eea9e43865.setContent(html_04ebc890fb0551ff3e7cd1f9b18d97e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f4391d3943a26d894ffb7ef086707af8.bindPopup(popup_5a3e779133fc2d4fd6cbc7eea9e43865)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_04af0a2114cbdcf891272d52c22e4e0b = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_d7dba20d47dab70caf9b3e1cd24d3fa8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ab2d11820df3acb495ec4b333fd8036 = $(`&lt;div id=&quot;html_5ab2d11820df3acb495ec4b333fd8036&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 179.35&lt;/div&gt;`)[0];\n",
              "                popup_d7dba20d47dab70caf9b3e1cd24d3fa8.setContent(html_5ab2d11820df3acb495ec4b333fd8036);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_04af0a2114cbdcf891272d52c22e4e0b.bindPopup(popup_d7dba20d47dab70caf9b3e1cd24d3fa8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_69aee085d560d3c00100105218766b02 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0d8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0d8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_2e65c006d149e62ab2a2fe4d7f0546fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d52e2d882cef5187fc4de796be7b0706 = $(`&lt;div id=&quot;html_d52e2d882cef5187fc4de796be7b0706&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 2.54&lt;/div&gt;`)[0];\n",
              "                popup_2e65c006d149e62ab2a2fe4d7f0546fe.setContent(html_d52e2d882cef5187fc4de796be7b0706);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_69aee085d560d3c00100105218766b02.bindPopup(popup_2e65c006d149e62ab2a2fe4d7f0546fe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_329309c3dd91d7f73b550ce08adbabee = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_49cc3fad3b5794341f6a03025bf8f5d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_817c1bc11cbd6dd3d1a11e6c876cd79c = $(`&lt;div id=&quot;html_817c1bc11cbd6dd3d1a11e6c876cd79c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 365.75&lt;/div&gt;`)[0];\n",
              "                popup_49cc3fad3b5794341f6a03025bf8f5d3.setContent(html_817c1bc11cbd6dd3d1a11e6c876cd79c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_329309c3dd91d7f73b550ce08adbabee.bindPopup(popup_49cc3fad3b5794341f6a03025bf8f5d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0a8f84994e5fc9f0dc1e772165f3895f = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_7efec5228268b4d4bc674a01a66d7c9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_175177b297961ac1e0d3f4e1626fc120 = $(`&lt;div id=&quot;html_175177b297961ac1e0d3f4e1626fc120&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 3.16&lt;/div&gt;`)[0];\n",
              "                popup_7efec5228268b4d4bc674a01a66d7c9f.setContent(html_175177b297961ac1e0d3f4e1626fc120);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0a8f84994e5fc9f0dc1e772165f3895f.bindPopup(popup_7efec5228268b4d4bc674a01a66d7c9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_302f9beb2441b42cb4486f6003396230 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_a5bc846454b37ccf5f19868e30a2e514 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52ad232325c74155897e22b76e603f88 = $(`&lt;div id=&quot;html_52ad232325c74155897e22b76e603f88&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 272.83&lt;/div&gt;`)[0];\n",
              "                popup_a5bc846454b37ccf5f19868e30a2e514.setContent(html_52ad232325c74155897e22b76e603f88);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_302f9beb2441b42cb4486f6003396230.bindPopup(popup_a5bc846454b37ccf5f19868e30a2e514)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7fbd638d3fd00ecdb632ea20cc612080 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_f7673c84becd037cbee796f44ad8610f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4361e8ac53658687682a73e3af2d61f1 = $(`&lt;div id=&quot;html_4361e8ac53658687682a73e3af2d61f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 349.28&lt;/div&gt;`)[0];\n",
              "                popup_f7673c84becd037cbee796f44ad8610f.setContent(html_4361e8ac53658687682a73e3af2d61f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7fbd638d3fd00ecdb632ea20cc612080.bindPopup(popup_f7673c84becd037cbee796f44ad8610f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c9dbf7dce0bd1afc43ff98c591fffff = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_e6efcb78f2ed77cb225be39c3e4fa6e4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba99c022178c657006f71efcd9067d2e = $(`&lt;div id=&quot;html_ba99c022178c657006f71efcd9067d2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 408.08&lt;/div&gt;`)[0];\n",
              "                popup_e6efcb78f2ed77cb225be39c3e4fa6e4.setContent(html_ba99c022178c657006f71efcd9067d2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c9dbf7dce0bd1afc43ff98c591fffff.bindPopup(popup_e6efcb78f2ed77cb225be39c3e4fa6e4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_626131d3a6e3551fd1aa860c0185588c = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_c6ac0bf5afa313d0cbd87fa9b076e875 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a23d97a4f591bca93254a706a46d7643 = $(`&lt;div id=&quot;html_a23d97a4f591bca93254a706a46d7643&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 113.39&lt;/div&gt;`)[0];\n",
              "                popup_c6ac0bf5afa313d0cbd87fa9b076e875.setContent(html_a23d97a4f591bca93254a706a46d7643);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_626131d3a6e3551fd1aa860c0185588c.bindPopup(popup_c6ac0bf5afa313d0cbd87fa9b076e875)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ef990c2c60890760c1383c28ae3d4a01 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_254b0cac87c65159c3ad2ea5c3883c38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7634f80d5f63cacf1f2d1b0c06fbca28 = $(`&lt;div id=&quot;html_7634f80d5f63cacf1f2d1b0c06fbca28&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 82.48&lt;/div&gt;`)[0];\n",
              "                popup_254b0cac87c65159c3ad2ea5c3883c38.setContent(html_7634f80d5f63cacf1f2d1b0c06fbca28);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ef990c2c60890760c1383c28ae3d4a01.bindPopup(popup_254b0cac87c65159c3ad2ea5c3883c38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8775168810d523a6ad056534b86bd945 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_68585e3e5fabbc97d464c88727a648e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_961926765ff13c52089cb4f412e440cf = $(`&lt;div id=&quot;html_961926765ff13c52089cb4f412e440cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 82.48&lt;/div&gt;`)[0];\n",
              "                popup_68585e3e5fabbc97d464c88727a648e1.setContent(html_961926765ff13c52089cb4f412e440cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8775168810d523a6ad056534b86bd945.bindPopup(popup_68585e3e5fabbc97d464c88727a648e1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_23443adda6b6fa51a5f08f4fe871812c = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_ec46e9aed23d5691e724d835757857bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f9765b62890b32fb062aca65e696935 = $(`&lt;div id=&quot;html_9f9765b62890b32fb062aca65e696935&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 317.28&lt;/div&gt;`)[0];\n",
              "                popup_ec46e9aed23d5691e724d835757857bf.setContent(html_9f9765b62890b32fb062aca65e696935);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_23443adda6b6fa51a5f08f4fe871812c.bindPopup(popup_ec46e9aed23d5691e724d835757857bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d705370d9ccd9c3c24aa73bb5c4b85a2 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_9185eddda052623b587e2b529d7d1baa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_03420b102ded759beafdf31216eb7539 = $(`&lt;div id=&quot;html_03420b102ded759beafdf31216eb7539&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_9185eddda052623b587e2b529d7d1baa.setContent(html_03420b102ded759beafdf31216eb7539);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d705370d9ccd9c3c24aa73bb5c4b85a2.bindPopup(popup_9185eddda052623b587e2b529d7d1baa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e830c066919fb29e3af6e5ee173606e = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_3fad2a9bf334d81cf7c6be7c9a328cc0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e184b39625cf197dc6ccfcd27f3a429 = $(`&lt;div id=&quot;html_5e184b39625cf197dc6ccfcd27f3a429&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 65.21&lt;/div&gt;`)[0];\n",
              "                popup_3fad2a9bf334d81cf7c6be7c9a328cc0.setContent(html_5e184b39625cf197dc6ccfcd27f3a429);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e830c066919fb29e3af6e5ee173606e.bindPopup(popup_3fad2a9bf334d81cf7c6be7c9a328cc0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f162d78e43584e718695573e366e75bb = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_4e8132649cafdb59bedfea61374b30a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e51f0b71a37fc1cb50e9064198479f3 = $(`&lt;div id=&quot;html_5e51f0b71a37fc1cb50e9064198479f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_4e8132649cafdb59bedfea61374b30a2.setContent(html_5e51f0b71a37fc1cb50e9064198479f3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f162d78e43584e718695573e366e75bb.bindPopup(popup_4e8132649cafdb59bedfea61374b30a2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_62dc8c7013ce1d530802a70b5cded277 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_2a74d870b8805589246581a025ece1c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cc67cf9dd1df101b37d840ce26023a00 = $(`&lt;div id=&quot;html_cc67cf9dd1df101b37d840ce26023a00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 376.98&lt;/div&gt;`)[0];\n",
              "                popup_2a74d870b8805589246581a025ece1c5.setContent(html_cc67cf9dd1df101b37d840ce26023a00);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_62dc8c7013ce1d530802a70b5cded277.bindPopup(popup_2a74d870b8805589246581a025ece1c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b8027e303df93c763613d082387155b = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#178c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#178c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_8c1265559ccf8e71d5a05abc3c80c648 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d74eb4fd7c94b713c3fa50008c030fc5 = $(`&lt;div id=&quot;html_d74eb4fd7c94b713c3fa50008c030fc5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 4.55&lt;/div&gt;`)[0];\n",
              "                popup_8c1265559ccf8e71d5a05abc3c80c648.setContent(html_d74eb4fd7c94b713c3fa50008c030fc5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b8027e303df93c763613d082387155b.bindPopup(popup_8c1265559ccf8e71d5a05abc3c80c648)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_987b992dcd724b6624e85fd4e75e2552 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_b68caa80e5280e649079411520021f84 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2875be9789512f6caf26bcaf52dc6eb0 = $(`&lt;div id=&quot;html_2875be9789512f6caf26bcaf52dc6eb0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 420.49&lt;/div&gt;`)[0];\n",
              "                popup_b68caa80e5280e649079411520021f84.setContent(html_2875be9789512f6caf26bcaf52dc6eb0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_987b992dcd724b6624e85fd4e75e2552.bindPopup(popup_b68caa80e5280e649079411520021f84)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5a2fb4ce4f6e2076d6aa991d43da1ff1 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_4af4904730cdedf8461c3fddb7b88636 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5549fb7e2dcac95e9dcdea2f0de05276 = $(`&lt;div id=&quot;html_5549fb7e2dcac95e9dcdea2f0de05276&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 328.65&lt;/div&gt;`)[0];\n",
              "                popup_4af4904730cdedf8461c3fddb7b88636.setContent(html_5549fb7e2dcac95e9dcdea2f0de05276);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5a2fb4ce4f6e2076d6aa991d43da1ff1.bindPopup(popup_4af4904730cdedf8461c3fddb7b88636)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1b3baaccca580ad7fc845511188f0e63 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_7c6e8aa79a3fcb0c41fffa5ca4f9efc4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e045968db025c05bdb69fbe6014564f2 = $(`&lt;div id=&quot;html_e045968db025c05bdb69fbe6014564f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 121.45&lt;/div&gt;`)[0];\n",
              "                popup_7c6e8aa79a3fcb0c41fffa5ca4f9efc4.setContent(html_e045968db025c05bdb69fbe6014564f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1b3baaccca580ad7fc845511188f0e63.bindPopup(popup_7c6e8aa79a3fcb0c41fffa5ca4f9efc4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd25ba735b58d3bbd06398138ec6dc45 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f6fb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f6fb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_ef91aed661bfb90ca221a4d69421f4fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ceb578a938882534ac0681741a79e9f = $(`&lt;div id=&quot;html_0ceb578a938882534ac0681741a79e9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 48.12&lt;/div&gt;`)[0];\n",
              "                popup_ef91aed661bfb90ca221a4d69421f4fe.setContent(html_0ceb578a938882534ac0681741a79e9f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd25ba735b58d3bbd06398138ec6dc45.bindPopup(popup_ef91aed661bfb90ca221a4d69421f4fe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_248813753e570e40456c62963783c998 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_c27c8c5bbeea4fef7880711ef7cea809 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b4c1d9b40e94eb39a250c78f55784922 = $(`&lt;div id=&quot;html_b4c1d9b40e94eb39a250c78f55784922&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 67.9&lt;/div&gt;`)[0];\n",
              "                popup_c27c8c5bbeea4fef7880711ef7cea809.setContent(html_b4c1d9b40e94eb39a250c78f55784922);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_248813753e570e40456c62963783c998.bindPopup(popup_c27c8c5bbeea4fef7880711ef7cea809)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a491f16624d7411b541c840f12f455d = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_a7c525851e87e43a878d4f048c809658 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_196101cfd4778524cdbcf5a96dcd0bd8 = $(`&lt;div id=&quot;html_196101cfd4778524cdbcf5a96dcd0bd8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 67.9&lt;/div&gt;`)[0];\n",
              "                popup_a7c525851e87e43a878d4f048c809658.setContent(html_196101cfd4778524cdbcf5a96dcd0bd8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a491f16624d7411b541c840f12f455d.bindPopup(popup_a7c525851e87e43a878d4f048c809658)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4ab68b173a97af5be85c66da9bdafd48 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_5cb6f477206f66ecff94db6126234662 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2b5698e473589f6e525cb7185db5ec0f = $(`&lt;div id=&quot;html_2b5698e473589f6e525cb7185db5ec0f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 432.7&lt;/div&gt;`)[0];\n",
              "                popup_5cb6f477206f66ecff94db6126234662.setContent(html_2b5698e473589f6e525cb7185db5ec0f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4ab68b173a97af5be85c66da9bdafd48.bindPopup(popup_5cb6f477206f66ecff94db6126234662)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f451ef48ebcda58cee08d96be9758cc7 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#8fc800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#8fc800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_372d84409b99727339a85fc67b907f2e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a141904fbccc7c6773c0a8f0064477d7 = $(`&lt;div id=&quot;html_a141904fbccc7c6773c0a8f0064477d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 28.05&lt;/div&gt;`)[0];\n",
              "                popup_372d84409b99727339a85fc67b907f2e.setContent(html_a141904fbccc7c6773c0a8f0064477d7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f451ef48ebcda58cee08d96be9758cc7.bindPopup(popup_372d84409b99727339a85fc67b907f2e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7be260148e8bb4e296f63a19ed970b3 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_8ec279c47fe46683bb466d0d3e24c50b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0af3102f4e454888ff4763255e19083 = $(`&lt;div id=&quot;html_e0af3102f4e454888ff4763255e19083&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 1.61&lt;/div&gt;`)[0];\n",
              "                popup_8ec279c47fe46683bb466d0d3e24c50b.setContent(html_e0af3102f4e454888ff4763255e19083);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7be260148e8bb4e296f63a19ed970b3.bindPopup(popup_8ec279c47fe46683bb466d0d3e24c50b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_25a5bf5669bc37096d559ee18b8bf466 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_2e225b383251086ff27de71b6f5d7962 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3f90017c023e12c7eccf379151d7acb1 = $(`&lt;div id=&quot;html_3f90017c023e12c7eccf379151d7acb1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 234.38&lt;/div&gt;`)[0];\n",
              "                popup_2e225b383251086ff27de71b6f5d7962.setContent(html_3f90017c023e12c7eccf379151d7acb1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_25a5bf5669bc37096d559ee18b8bf466.bindPopup(popup_2e225b383251086ff27de71b6f5d7962)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1178f102b75e1ecfb11d8d45118746da = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a1d000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a1d000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_578ef289862be5f9a1ae04d9d3a78e04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e076a1a6094102ee5c081e55df051a12 = $(`&lt;div id=&quot;html_e076a1a6094102ee5c081e55df051a12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 31.45&lt;/div&gt;`)[0];\n",
              "                popup_578ef289862be5f9a1ae04d9d3a78e04.setContent(html_e076a1a6094102ee5c081e55df051a12);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1178f102b75e1ecfb11d8d45118746da.bindPopup(popup_578ef289862be5f9a1ae04d9d3a78e04)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a256bff30070e75766860a7322c750a = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_429d5c17c95ee457d8967ed7ca878758 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe70b5d0b98ec7fb4eafde85c6169004 = $(`&lt;div id=&quot;html_fe70b5d0b98ec7fb4eafde85c6169004&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 385.39&lt;/div&gt;`)[0];\n",
              "                popup_429d5c17c95ee457d8967ed7ca878758.setContent(html_fe70b5d0b98ec7fb4eafde85c6169004);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a256bff30070e75766860a7322c750a.bindPopup(popup_429d5c17c95ee457d8967ed7ca878758)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_136a3fcb2f11301ca0ca7423ce333531 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_0b280f8a30c32a753aa663f034c2c326 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_894121959e6d9a0582daef8eb5dd32ef = $(`&lt;div id=&quot;html_894121959e6d9a0582daef8eb5dd32ef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 385.39&lt;/div&gt;`)[0];\n",
              "                popup_0b280f8a30c32a753aa663f034c2c326.setContent(html_894121959e6d9a0582daef8eb5dd32ef);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_136a3fcb2f11301ca0ca7423ce333531.bindPopup(popup_0b280f8a30c32a753aa663f034c2c326)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2a502fc9f683045668e0f9214f7c0325 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_7659605293bba94b348c69b629645fc9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b97273a19a20f3f14859f5a901b11d1c = $(`&lt;div id=&quot;html_b97273a19a20f3f14859f5a901b11d1c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 254.24&lt;/div&gt;`)[0];\n",
              "                popup_7659605293bba94b348c69b629645fc9.setContent(html_b97273a19a20f3f14859f5a901b11d1c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2a502fc9f683045668e0f9214f7c0325.bindPopup(popup_7659605293bba94b348c69b629645fc9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b764b13bd3be87ece64582dcd6db6a0 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_03999b69a942cc5f34bc7f43310932d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7ae070f6cfbc1de425413a4528324eb7 = $(`&lt;div id=&quot;html_7ae070f6cfbc1de425413a4528324eb7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 225.77&lt;/div&gt;`)[0];\n",
              "                popup_03999b69a942cc5f34bc7f43310932d3.setContent(html_7ae070f6cfbc1de425413a4528324eb7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b764b13bd3be87ece64582dcd6db6a0.bindPopup(popup_03999b69a942cc5f34bc7f43310932d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_81fb8cebff9e93494eaea60d711e3433 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_77096269ff38a6ea1968a030ad53ac65);\n",
              "        \n",
              "    \n",
              "        var popup_32b3767701d2f910e239ca5e0aa37894 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c80a1874e268d4584a93817e604e6208 = $(`&lt;div id=&quot;html_c80a1874e268d4584a93817e604e6208&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 81.95&lt;/div&gt;`)[0];\n",
              "                popup_32b3767701d2f910e239ca5e0aa37894.setContent(html_c80a1874e268d4584a93817e604e6208);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_81fb8cebff9e93494eaea60d711e3433.bindPopup(popup_32b3767701d2f910e239ca5e0aa37894)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_4403efb4f49ecc639534cc89f13e5762 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b880e68f670e65056b45cda15e6f2cc0 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_909b3af41238cbec0b36f391546ac785 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d4056b3eedacf778f2dd477b1857136 = $(`&lt;div id=&quot;html_7d4056b3eedacf778f2dd477b1857136&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_909b3af41238cbec0b36f391546ac785.setContent(html_7d4056b3eedacf778f2dd477b1857136);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b880e68f670e65056b45cda15e6f2cc0.bindPopup(popup_909b3af41238cbec0b36f391546ac785)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_38c109dc731f76fae02bf6b7a8d1dfde = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_ff94eda0104a61f204f107f9aae6294b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6ade13625987c1cdb95ed460439e9c3 = $(`&lt;div id=&quot;html_e6ade13625987c1cdb95ed460439e9c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 187.94&lt;/div&gt;`)[0];\n",
              "                popup_ff94eda0104a61f204f107f9aae6294b.setContent(html_e6ade13625987c1cdb95ed460439e9c3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_38c109dc731f76fae02bf6b7a8d1dfde.bindPopup(popup_ff94eda0104a61f204f107f9aae6294b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3ae77fbf79de547197af847fb3bb74a7 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_ecc186fcc1737030640a3269eeaad92a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf52ef74b52e2504ec33c9f5d2e84691 = $(`&lt;div id=&quot;html_bf52ef74b52e2504ec33c9f5d2e84691&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 399.24&lt;/div&gt;`)[0];\n",
              "                popup_ecc186fcc1737030640a3269eeaad92a.setContent(html_bf52ef74b52e2504ec33c9f5d2e84691);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3ae77fbf79de547197af847fb3bb74a7.bindPopup(popup_ecc186fcc1737030640a3269eeaad92a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f64215192a33ff39e06282bdcc5b684 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#078400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#078400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_cac928b7211f5e425eb7903eb36e5bcc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a269378bd1a5f97c70d3df03d10c8aa = $(`&lt;div id=&quot;html_0a269378bd1a5f97c70d3df03d10c8aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 1.5&lt;/div&gt;`)[0];\n",
              "                popup_cac928b7211f5e425eb7903eb36e5bcc.setContent(html_0a269378bd1a5f97c70d3df03d10c8aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f64215192a33ff39e06282bdcc5b684.bindPopup(popup_cac928b7211f5e425eb7903eb36e5bcc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ff4815467125dbd08c07625de9fb40cd = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_d6446bbacf3df0ec714e560ed8572027 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3b797b52f8f3612633835686306d82d = $(`&lt;div id=&quot;html_c3b797b52f8f3612633835686306d82d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 436.06&lt;/div&gt;`)[0];\n",
              "                popup_d6446bbacf3df0ec714e560ed8572027.setContent(html_c3b797b52f8f3612633835686306d82d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ff4815467125dbd08c07625de9fb40cd.bindPopup(popup_d6446bbacf3df0ec714e560ed8572027)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d84426fddf0f2ad7a5b07b0ef02a80bd = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_e3dc8eb099b45ad26332f7a78fbdd9fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_184357c3dc5d4f91ed8ef840717bbb9f = $(`&lt;div id=&quot;html_184357c3dc5d4f91ed8ef840717bbb9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 141.51&lt;/div&gt;`)[0];\n",
              "                popup_e3dc8eb099b45ad26332f7a78fbdd9fb.setContent(html_184357c3dc5d4f91ed8ef840717bbb9f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d84426fddf0f2ad7a5b07b0ef02a80bd.bindPopup(popup_e3dc8eb099b45ad26332f7a78fbdd9fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1bac918d62515c66aaf2f7611da01c07 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_d068289e021f728f6ff45ca31181dbd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f1d6aa5960934867b6e09b455059a013 = $(`&lt;div id=&quot;html_f1d6aa5960934867b6e09b455059a013&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 244.08&lt;/div&gt;`)[0];\n",
              "                popup_d068289e021f728f6ff45ca31181dbd2.setContent(html_f1d6aa5960934867b6e09b455059a013);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1bac918d62515c66aaf2f7611da01c07.bindPopup(popup_d068289e021f728f6ff45ca31181dbd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26124985f62f447d9d1892aa0246721f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_36fecd112470793aa2319eb61597658e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a19cb18e9231cc7a304eb2e2857db3e = $(`&lt;div id=&quot;html_0a19cb18e9231cc7a304eb2e2857db3e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 393.04&lt;/div&gt;`)[0];\n",
              "                popup_36fecd112470793aa2319eb61597658e.setContent(html_0a19cb18e9231cc7a304eb2e2857db3e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26124985f62f447d9d1892aa0246721f.bindPopup(popup_36fecd112470793aa2319eb61597658e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_04af155bd0897933625fd77865ecd76b = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_cd7fbf6eaff4f2d6f430ced6f129f53b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a48d2f4af3dc538a9550f7cdb8b571e2 = $(`&lt;div id=&quot;html_a48d2f4af3dc538a9550f7cdb8b571e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 170.27&lt;/div&gt;`)[0];\n",
              "                popup_cd7fbf6eaff4f2d6f430ced6f129f53b.setContent(html_a48d2f4af3dc538a9550f7cdb8b571e2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_04af155bd0897933625fd77865ecd76b.bindPopup(popup_cd7fbf6eaff4f2d6f430ced6f129f53b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1f5859916187bf6258ff7d216efe0b62 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#47a400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#47a400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_230692b225c8971af2fd15465e6d4822 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_12da5f09ec91c4fe3d78d01f44c3446d = $(`&lt;div id=&quot;html_12da5f09ec91c4fe3d78d01f44c3446d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 14.01&lt;/div&gt;`)[0];\n",
              "                popup_230692b225c8971af2fd15465e6d4822.setContent(html_12da5f09ec91c4fe3d78d01f44c3446d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1f5859916187bf6258ff7d216efe0b62.bindPopup(popup_230692b225c8971af2fd15465e6d4822)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5b48c9ec51d596f08061a9a887336052 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_13f92e3edd0b2b7d9b57a2573ecda9dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d930e68177bfc16c0241515ac1ecc441 = $(`&lt;div id=&quot;html_d930e68177bfc16c0241515ac1ecc441&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 360.95&lt;/div&gt;`)[0];\n",
              "                popup_13f92e3edd0b2b7d9b57a2573ecda9dc.setContent(html_d930e68177bfc16c0241515ac1ecc441);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b48c9ec51d596f08061a9a887336052.bindPopup(popup_13f92e3edd0b2b7d9b57a2573ecda9dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_71410a2d4d915809ff4db698a24d2830 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_ebc95462646b8e51d809e194abf27f17 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3f6971547e4ea4491d1621f095550e4d = $(`&lt;div id=&quot;html_3f6971547e4ea4491d1621f095550e4d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 2.32&lt;/div&gt;`)[0];\n",
              "                popup_ebc95462646b8e51d809e194abf27f17.setContent(html_3f6971547e4ea4491d1621f095550e4d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_71410a2d4d915809ff4db698a24d2830.bindPopup(popup_ebc95462646b8e51d809e194abf27f17)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b5705847ba9d91e5a7df368236a2cf18 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_73665b64fe2b736cc032a8ab24cb5d1a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_13fe54b70e690250c7c88a04366f3421 = $(`&lt;div id=&quot;html_13fe54b70e690250c7c88a04366f3421&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 285.74&lt;/div&gt;`)[0];\n",
              "                popup_73665b64fe2b736cc032a8ab24cb5d1a.setContent(html_13fe54b70e690250c7c88a04366f3421);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b5705847ba9d91e5a7df368236a2cf18.bindPopup(popup_73665b64fe2b736cc032a8ab24cb5d1a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_25af2a5caf1cab8d53b7a0623418acbc = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_4d356be3bebc84971b570f79d02344ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_21f99a5f4d0549dd12d0ceab0bccbdba = $(`&lt;div id=&quot;html_21f99a5f4d0549dd12d0ceab0bccbdba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 315.76&lt;/div&gt;`)[0];\n",
              "                popup_4d356be3bebc84971b570f79d02344ea.setContent(html_21f99a5f4d0549dd12d0ceab0bccbdba);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_25af2a5caf1cab8d53b7a0623418acbc.bindPopup(popup_4d356be3bebc84971b570f79d02344ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c10df23e3d7f3c701b664e02825506c = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_00bfd5c75ecb2fae713ed87a70ead1c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7f65114f1b7e9aab1838a51ae806d55c = $(`&lt;div id=&quot;html_7f65114f1b7e9aab1838a51ae806d55c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 381.09&lt;/div&gt;`)[0];\n",
              "                popup_00bfd5c75ecb2fae713ed87a70ead1c8.setContent(html_7f65114f1b7e9aab1838a51ae806d55c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c10df23e3d7f3c701b664e02825506c.bindPopup(popup_00bfd5c75ecb2fae713ed87a70ead1c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f65d3086e15c1db04e5a7ea0b08af559 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff1f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff1f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_2f2650f0c3cf45cc86f8ec5cf4d2c247 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a26e3a9cdc8b7ee3d0645e0580e72f7 = $(`&lt;div id=&quot;html_6a26e3a9cdc8b7ee3d0645e0580e72f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 93.9&lt;/div&gt;`)[0];\n",
              "                popup_2f2650f0c3cf45cc86f8ec5cf4d2c247.setContent(html_6a26e3a9cdc8b7ee3d0645e0580e72f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f65d3086e15c1db04e5a7ea0b08af559.bindPopup(popup_2f2650f0c3cf45cc86f8ec5cf4d2c247)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8d3c6b54cea6247a8d8ac7e5041f77ae = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_8b132573f95df3c0903984322e60b92a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e22e90f062b211e75038187a5693aaf9 = $(`&lt;div id=&quot;html_e22e90f062b211e75038187a5693aaf9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 83.87&lt;/div&gt;`)[0];\n",
              "                popup_8b132573f95df3c0903984322e60b92a.setContent(html_e22e90f062b211e75038187a5693aaf9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8d3c6b54cea6247a8d8ac7e5041f77ae.bindPopup(popup_8b132573f95df3c0903984322e60b92a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7d30b7eec397915c0e9026ff18e8feaa = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_16356ae153176b490d448ef1d30e25bb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f50789bd990563266340d35a3eee4568 = $(`&lt;div id=&quot;html_f50789bd990563266340d35a3eee4568&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 83.87&lt;/div&gt;`)[0];\n",
              "                popup_16356ae153176b490d448ef1d30e25bb.setContent(html_f50789bd990563266340d35a3eee4568);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7d30b7eec397915c0e9026ff18e8feaa.bindPopup(popup_16356ae153176b490d448ef1d30e25bb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_721231773b95484403d211b13627d3cf = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_999f2028094d7949e357a9700b18aa65 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0f27e0baac9b186d71b7c247e16b0670 = $(`&lt;div id=&quot;html_0f27e0baac9b186d71b7c247e16b0670&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 337.57&lt;/div&gt;`)[0];\n",
              "                popup_999f2028094d7949e357a9700b18aa65.setContent(html_0f27e0baac9b186d71b7c247e16b0670);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_721231773b95484403d211b13627d3cf.bindPopup(popup_999f2028094d7949e357a9700b18aa65)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1b51eb2688943219a3b60264e0ab65f = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_03f514c1069f566c7c5bedaa62f02e30 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3f37f6827474e268fdd478bb856e32e1 = $(`&lt;div id=&quot;html_3f37f6827474e268fdd478bb856e32e1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_03f514c1069f566c7c5bedaa62f02e30.setContent(html_3f37f6827474e268fdd478bb856e32e1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1b51eb2688943219a3b60264e0ab65f.bindPopup(popup_03f514c1069f566c7c5bedaa62f02e30)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fc82dfc677c96e638bec72a4d3bf1a29 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eaf500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eaf500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_5cea2926b6af3c127d8204e84585bab5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee79a496336595c2af7d2ac5993fa3a1 = $(`&lt;div id=&quot;html_ee79a496336595c2af7d2ac5993fa3a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 45.78&lt;/div&gt;`)[0];\n",
              "                popup_5cea2926b6af3c127d8204e84585bab5.setContent(html_ee79a496336595c2af7d2ac5993fa3a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fc82dfc677c96e638bec72a4d3bf1a29.bindPopup(popup_5cea2926b6af3c127d8204e84585bab5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_98b2667592b232f92162e0e454c663d7 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_7018636987285e7ff5f905bf69289ae0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ebf9f7b7c0cd6b8bab90c5e42dec1dc = $(`&lt;div id=&quot;html_5ebf9f7b7c0cd6b8bab90c5e42dec1dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_7018636987285e7ff5f905bf69289ae0.setContent(html_5ebf9f7b7c0cd6b8bab90c5e42dec1dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_98b2667592b232f92162e0e454c663d7.bindPopup(popup_7018636987285e7ff5f905bf69289ae0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9df5f23b1751f42669b046569163413d = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_7e26d0addd8783b1ca60edbcc0c197d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a342c7873412b1fd387dc157cd6a384 = $(`&lt;div id=&quot;html_5a342c7873412b1fd387dc157cd6a384&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 364.83&lt;/div&gt;`)[0];\n",
              "                popup_7e26d0addd8783b1ca60edbcc0c197d5.setContent(html_5a342c7873412b1fd387dc157cd6a384);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9df5f23b1751f42669b046569163413d.bindPopup(popup_7e26d0addd8783b1ca60edbcc0c197d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d02d1ef7f03a9df73e83932ca2ea7302 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4aa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4aa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_687d44db738b192a4e3a7d0788d5c86f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_62d4b0235bb87f28ce9638c8af1516b8 = $(`&lt;div id=&quot;html_62d4b0235bb87f28ce9638c8af1516b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 14.49&lt;/div&gt;`)[0];\n",
              "                popup_687d44db738b192a4e3a7d0788d5c86f.setContent(html_62d4b0235bb87f28ce9638c8af1516b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d02d1ef7f03a9df73e83932ca2ea7302.bindPopup(popup_687d44db738b192a4e3a7d0788d5c86f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_382a9319c0928ccef2f7736b84e7c5e3 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_c3f64dcde2cc508c678542a3e11940f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_966e1031c7198b145055ac95c7281be5 = $(`&lt;div id=&quot;html_966e1031c7198b145055ac95c7281be5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 400.25&lt;/div&gt;`)[0];\n",
              "                popup_c3f64dcde2cc508c678542a3e11940f0.setContent(html_966e1031c7198b145055ac95c7281be5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_382a9319c0928ccef2f7736b84e7c5e3.bindPopup(popup_c3f64dcde2cc508c678542a3e11940f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f2654cb935f560e180d98cfe162c7c1b = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_a10d25c1e2fa88d7b555988dc05cf9b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe020de7779fcefb17e0c907e386bf2e = $(`&lt;div id=&quot;html_fe020de7779fcefb17e0c907e386bf2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 314.4&lt;/div&gt;`)[0];\n",
              "                popup_a10d25c1e2fa88d7b555988dc05cf9b3.setContent(html_fe020de7779fcefb17e0c907e386bf2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f2654cb935f560e180d98cfe162c7c1b.bindPopup(popup_a10d25c1e2fa88d7b555988dc05cf9b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eb048530bd438bda0a14b9a9e7918d1b = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_3917a008b65625d788b07a2d0550cc17 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a232f7e1dee65c0d605c1c56b11bfb9 = $(`&lt;div id=&quot;html_9a232f7e1dee65c0d605c1c56b11bfb9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 219.81&lt;/div&gt;`)[0];\n",
              "                popup_3917a008b65625d788b07a2d0550cc17.setContent(html_9a232f7e1dee65c0d605c1c56b11bfb9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eb048530bd438bda0a14b9a9e7918d1b.bindPopup(popup_3917a008b65625d788b07a2d0550cc17)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f2007744b2e177a5bdefe0375c17a97 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2d9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2d9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_4d020770b5ef8858ef553570c22d9d9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43b9df3f5116cae761246da87596c0ec = $(`&lt;div id=&quot;html_43b9df3f5116cae761246da87596c0ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 8.96&lt;/div&gt;`)[0];\n",
              "                popup_4d020770b5ef8858ef553570c22d9d9f.setContent(html_43b9df3f5116cae761246da87596c0ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f2007744b2e177a5bdefe0375c17a97.bindPopup(popup_4d020770b5ef8858ef553570c22d9d9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1891d5c055ef3bf677bcdbc96c6c8ddd = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cae500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cae500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_ba616645935866c1e21c4ee8ec26b1a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b85e1764922a4ddb2abf26b56cf2f925 = $(`&lt;div id=&quot;html_b85e1764922a4ddb2abf26b56cf2f925&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 39.51&lt;/div&gt;`)[0];\n",
              "                popup_ba616645935866c1e21c4ee8ec26b1a0.setContent(html_b85e1764922a4ddb2abf26b56cf2f925);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1891d5c055ef3bf677bcdbc96c6c8ddd.bindPopup(popup_ba616645935866c1e21c4ee8ec26b1a0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_caf4db85fe53b08948e93fdfda57d4b8 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cae500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cae500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_bf70f7f9fbbd76379bf5144c46232305 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_993d3a39ea1a892e727e865a2ebc818c = $(`&lt;div id=&quot;html_993d3a39ea1a892e727e865a2ebc818c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 39.51&lt;/div&gt;`)[0];\n",
              "                popup_bf70f7f9fbbd76379bf5144c46232305.setContent(html_993d3a39ea1a892e727e865a2ebc818c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_caf4db85fe53b08948e93fdfda57d4b8.bindPopup(popup_bf70f7f9fbbd76379bf5144c46232305)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b748fb31e2ccda073115bcd1779383cd = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_2e054f4bdb8312dc85861f02f2153da4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b2098fc522cc9c2ba6550f8f8cf94910 = $(`&lt;div id=&quot;html_b2098fc522cc9c2ba6550f8f8cf94910&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 409.31&lt;/div&gt;`)[0];\n",
              "                popup_2e054f4bdb8312dc85861f02f2153da4.setContent(html_b2098fc522cc9c2ba6550f8f8cf94910);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b748fb31e2ccda073115bcd1779383cd.bindPopup(popup_2e054f4bdb8312dc85861f02f2153da4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f746634c75c2bb2df84578725deadca6 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a4d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a4d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_2dea4e7647c12d56613228ae91f64337 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d6ca87d700edfe62a2159ccc463d7f0 = $(`&lt;div id=&quot;html_8d6ca87d700edfe62a2159ccc463d7f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 32.1&lt;/div&gt;`)[0];\n",
              "                popup_2dea4e7647c12d56613228ae91f64337.setContent(html_8d6ca87d700edfe62a2159ccc463d7f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f746634c75c2bb2df84578725deadca6.bindPopup(popup_2dea4e7647c12d56613228ae91f64337)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_411cdfd9e7b8bc343fabc75dadc78b98 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_c93f36f7a86d7bbe1ab6b842aa16e9e6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1eb7b39f89fde9fde05a130247e8eee7 = $(`&lt;div id=&quot;html_1eb7b39f89fde9fde05a130247e8eee7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 2.15&lt;/div&gt;`)[0];\n",
              "                popup_c93f36f7a86d7bbe1ab6b842aa16e9e6.setContent(html_1eb7b39f89fde9fde05a130247e8eee7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_411cdfd9e7b8bc343fabc75dadc78b98.bindPopup(popup_c93f36f7a86d7bbe1ab6b842aa16e9e6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2eb5af8d33e0c76e87b1dfde3dfd2124 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_81b6df0cac9cd571702fdb666891e928 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7bad128f730990b30e0f1d5d01c56caa = $(`&lt;div id=&quot;html_7bad128f730990b30e0f1d5d01c56caa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 236.14&lt;/div&gt;`)[0];\n",
              "                popup_81b6df0cac9cd571702fdb666891e928.setContent(html_7bad128f730990b30e0f1d5d01c56caa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2eb5af8d33e0c76e87b1dfde3dfd2124.bindPopup(popup_81b6df0cac9cd571702fdb666891e928)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5409aea618628ccd797697debbcd66f5 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aad500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aad500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_fd2cd1597b4e873db8d6d5f9a67778dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bba75d3e5be3388fdfa5b2ca8eab80cc = $(`&lt;div id=&quot;html_bba75d3e5be3388fdfa5b2ca8eab80cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 33.38&lt;/div&gt;`)[0];\n",
              "                popup_fd2cd1597b4e873db8d6d5f9a67778dd.setContent(html_bba75d3e5be3388fdfa5b2ca8eab80cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5409aea618628ccd797697debbcd66f5.bindPopup(popup_fd2cd1597b4e873db8d6d5f9a67778dd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8b95369d006fbaa5da6d9e26178a1c2 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_deb27c02b6759faff8b51af34f36e8e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0f1d6163b573d21ccace4afd316355e = $(`&lt;div id=&quot;html_f0f1d6163b573d21ccace4afd316355e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 384.68&lt;/div&gt;`)[0];\n",
              "                popup_deb27c02b6759faff8b51af34f36e8e0.setContent(html_f0f1d6163b573d21ccace4afd316355e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8b95369d006fbaa5da6d9e26178a1c2.bindPopup(popup_deb27c02b6759faff8b51af34f36e8e0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_68435576cf9f8f24eaed2787673f2ef1 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_bc24888615e0ba95a167698479be0927 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4cb35deb4d5dd44789fef8e76cd59eee = $(`&lt;div id=&quot;html_4cb35deb4d5dd44789fef8e76cd59eee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 384.68&lt;/div&gt;`)[0];\n",
              "                popup_bc24888615e0ba95a167698479be0927.setContent(html_4cb35deb4d5dd44789fef8e76cd59eee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_68435576cf9f8f24eaed2787673f2ef1.bindPopup(popup_bc24888615e0ba95a167698479be0927)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06122bfb8b06fcf6c740c2087f6f71ee = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_5a47b9530b6256dad5f74c685b728f41 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2577193221ff362f2ef18ff3eb82599e = $(`&lt;div id=&quot;html_2577193221ff362f2ef18ff3eb82599e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 220.62&lt;/div&gt;`)[0];\n",
              "                popup_5a47b9530b6256dad5f74c685b728f41.setContent(html_2577193221ff362f2ef18ff3eb82599e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06122bfb8b06fcf6c740c2087f6f71ee.bindPopup(popup_5a47b9530b6256dad5f74c685b728f41)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5a383690cec317a090d30ec63717cae5 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_daecae851ab4be7ce91d2d95ac496845 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80946bcf43e52efcaaa96c036082b3ec = $(`&lt;div id=&quot;html_80946bcf43e52efcaaa96c036082b3ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 222.98&lt;/div&gt;`)[0];\n",
              "                popup_daecae851ab4be7ce91d2d95ac496845.setContent(html_80946bcf43e52efcaaa96c036082b3ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5a383690cec317a090d30ec63717cae5.bindPopup(popup_daecae851ab4be7ce91d2d95ac496845)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de95a9eadd3a887a27b427ab8fe78649 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4403efb4f49ecc639534cc89f13e5762);\n",
              "        \n",
              "    \n",
              "        var popup_32388a15c2c130e3595909b83b99e1bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0ee2f8222b0087f2dd0516d665fffbb = $(`&lt;div id=&quot;html_f0ee2f8222b0087f2dd0516d665fffbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 101.89&lt;/div&gt;`)[0];\n",
              "                popup_32388a15c2c130e3595909b83b99e1bc.setContent(html_f0ee2f8222b0087f2dd0516d665fffbb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de95a9eadd3a887a27b427ab8fe78649.bindPopup(popup_32388a15c2c130e3595909b83b99e1bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_925756ce2cb9961bfe8d49c2d9d58ef9 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_9943c301e0296602ff745a5e50636a7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa876a81c1c697e3424ea32a4ab36a78 = $(`&lt;div id=&quot;html_fa876a81c1c697e3424ea32a4ab36a78&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_9943c301e0296602ff745a5e50636a7a.setContent(html_fa876a81c1c697e3424ea32a4ab36a78);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_925756ce2cb9961bfe8d49c2d9d58ef9.bindPopup(popup_9943c301e0296602ff745a5e50636a7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a8f4765b0d2fafe6aa225c8ec0347c4e = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_0bedb9437469b90f6784bc68dc861873 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_34f44f2097e07d9e0f41056d82a8b2fb = $(`&lt;div id=&quot;html_34f44f2097e07d9e0f41056d82a8b2fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 199.99&lt;/div&gt;`)[0];\n",
              "                popup_0bedb9437469b90f6784bc68dc861873.setContent(html_34f44f2097e07d9e0f41056d82a8b2fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a8f4765b0d2fafe6aa225c8ec0347c4e.bindPopup(popup_0bedb9437469b90f6784bc68dc861873)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1a1ae1d20ae81757df6135994b1d4a3f = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_7ec3caafcee54dc598125b36bfc341d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_40e76903e9b0b1c5c493882ec6c36750 = $(`&lt;div id=&quot;html_40e76903e9b0b1c5c493882ec6c36750&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 411.82&lt;/div&gt;`)[0];\n",
              "                popup_7ec3caafcee54dc598125b36bfc341d1.setContent(html_40e76903e9b0b1c5c493882ec6c36750);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1a1ae1d20ae81757df6135994b1d4a3f.bindPopup(popup_7ec3caafcee54dc598125b36bfc341d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cbe996458062491b9725dcb9f1aad09c = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_104f9eec2a509928edea919790678b15 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0f2bfc73ee67bbfe686aff4704e4674 = $(`&lt;div id=&quot;html_d0f2bfc73ee67bbfe686aff4704e4674&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.37&lt;/div&gt;`)[0];\n",
              "                popup_104f9eec2a509928edea919790678b15.setContent(html_d0f2bfc73ee67bbfe686aff4704e4674);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cbe996458062491b9725dcb9f1aad09c.bindPopup(popup_104f9eec2a509928edea919790678b15)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4eac02e3748dcb2cc51bd6dd3c2d7655 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_630c89e079114177e30b33a3b47e5b07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_daeba7406525b6be700a93bd893ae118 = $(`&lt;div id=&quot;html_daeba7406525b6be700a93bd893ae118&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 400.09&lt;/div&gt;`)[0];\n",
              "                popup_630c89e079114177e30b33a3b47e5b07.setContent(html_daeba7406525b6be700a93bd893ae118);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4eac02e3748dcb2cc51bd6dd3c2d7655.bindPopup(popup_630c89e079114177e30b33a3b47e5b07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e02ad93fac66b7235bc986ac7e66071 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_f10efe51949bca223d55cae67d7fb5a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_95e630e05cbdf7ef84bc161697e2dc63 = $(`&lt;div id=&quot;html_95e630e05cbdf7ef84bc161697e2dc63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 165.5&lt;/div&gt;`)[0];\n",
              "                popup_f10efe51949bca223d55cae67d7fb5a5.setContent(html_95e630e05cbdf7ef84bc161697e2dc63);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e02ad93fac66b7235bc986ac7e66071.bindPopup(popup_f10efe51949bca223d55cae67d7fb5a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_94b39cb3c488c96ef1e1b8260ad3ca4a = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_1ec324543f23606aab44b564b7574371 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2bf3afe48b2c62f22cf89afd6994c5f9 = $(`&lt;div id=&quot;html_2bf3afe48b2c62f22cf89afd6994c5f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 254.5&lt;/div&gt;`)[0];\n",
              "                popup_1ec324543f23606aab44b564b7574371.setContent(html_2bf3afe48b2c62f22cf89afd6994c5f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_94b39cb3c488c96ef1e1b8260ad3ca4a.bindPopup(popup_1ec324543f23606aab44b564b7574371)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_449e013365485ff97863fb54b00652d5 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_19a987a683d291bbff011a2abdc12c96 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6589dd875c1168cc9206bf8a279d71d2 = $(`&lt;div id=&quot;html_6589dd875c1168cc9206bf8a279d71d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 379.91&lt;/div&gt;`)[0];\n",
              "                popup_19a987a683d291bbff011a2abdc12c96.setContent(html_6589dd875c1168cc9206bf8a279d71d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_449e013365485ff97863fb54b00652d5.bindPopup(popup_19a987a683d291bbff011a2abdc12c96)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c58b40743dcb5758df171b0b56d88201 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_a53f8932e3fcf91cc623a3ba1425e4f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a721027e7f663d7eb3b5304ff32129e = $(`&lt;div id=&quot;html_4a721027e7f663d7eb3b5304ff32129e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 167.28&lt;/div&gt;`)[0];\n",
              "                popup_a53f8932e3fcf91cc623a3ba1425e4f0.setContent(html_4a721027e7f663d7eb3b5304ff32129e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c58b40743dcb5758df171b0b56d88201.bindPopup(popup_a53f8932e3fcf91cc623a3ba1425e4f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7692f68bce8223a67f0ca296d4698a36 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#46a300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#46a300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_6ef2a8ffe5a20cb8e973beeda123dea8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_057c7d8ac060a63bf3aaa37338d41c46 = $(`&lt;div id=&quot;html_057c7d8ac060a63bf3aaa37338d41c46&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 13.82&lt;/div&gt;`)[0];\n",
              "                popup_6ef2a8ffe5a20cb8e973beeda123dea8.setContent(html_057c7d8ac060a63bf3aaa37338d41c46);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7692f68bce8223a67f0ca296d4698a36.bindPopup(popup_6ef2a8ffe5a20cb8e973beeda123dea8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a9caf2cb0c57251f4f08fc4dee5f28da = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_a5382212eec83bb0bb1df302996ddfe6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc13bbf0ec0256aa8d1c9b96cb3f4767 = $(`&lt;div id=&quot;html_dc13bbf0ec0256aa8d1c9b96cb3f4767&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 339.48&lt;/div&gt;`)[0];\n",
              "                popup_a5382212eec83bb0bb1df302996ddfe6.setContent(html_dc13bbf0ec0256aa8d1c9b96cb3f4767);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a9caf2cb0c57251f4f08fc4dee5f28da.bindPopup(popup_a5382212eec83bb0bb1df302996ddfe6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a0b78504e8457d45fbe094311dc7d882 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_bc0e5f3343aa195ef8b32cd424ff3bc7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee5396eaed3ab798a1c98410a427693e = $(`&lt;div id=&quot;html_ee5396eaed3ab798a1c98410a427693e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.51&lt;/div&gt;`)[0];\n",
              "                popup_bc0e5f3343aa195ef8b32cd424ff3bc7.setContent(html_ee5396eaed3ab798a1c98410a427693e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a0b78504e8457d45fbe094311dc7d882.bindPopup(popup_bc0e5f3343aa195ef8b32cd424ff3bc7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5d18a5ab07334440f9b94dba33c4f87 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_94dc80960c78a44dfde839cbd648dbc9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_858be556895c15553f302b5db1f1210c = $(`&lt;div id=&quot;html_858be556895c15553f302b5db1f1210c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 284.44&lt;/div&gt;`)[0];\n",
              "                popup_94dc80960c78a44dfde839cbd648dbc9.setContent(html_858be556895c15553f302b5db1f1210c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5d18a5ab07334440f9b94dba33c4f87.bindPopup(popup_94dc80960c78a44dfde839cbd648dbc9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8727a92a42e28e0aaff229e18c02bf89 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_3ecfc02d60dfa36b0d9d5ae2fd7e5d8f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_389770b9c4c4e1db3db63f8cabc5d62a = $(`&lt;div id=&quot;html_389770b9c4c4e1db3db63f8cabc5d62a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 277.19&lt;/div&gt;`)[0];\n",
              "                popup_3ecfc02d60dfa36b0d9d5ae2fd7e5d8f.setContent(html_389770b9c4c4e1db3db63f8cabc5d62a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8727a92a42e28e0aaff229e18c02bf89.bindPopup(popup_3ecfc02d60dfa36b0d9d5ae2fd7e5d8f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_426e1ed1a53d32cba9dedb8b89615c18 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_ef8bc0d06f12ea17dfe8395338a2378c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_808f5978840008433f6c13b2fc77bb54 = $(`&lt;div id=&quot;html_808f5978840008433f6c13b2fc77bb54&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 356.64&lt;/div&gt;`)[0];\n",
              "                popup_ef8bc0d06f12ea17dfe8395338a2378c.setContent(html_808f5978840008433f6c13b2fc77bb54);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_426e1ed1a53d32cba9dedb8b89615c18.bindPopup(popup_ef8bc0d06f12ea17dfe8395338a2378c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_839986ffe3b00d2723c894018aeca6c9 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_fcaae45a9901ed567132f923b02e1d0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5823661883d04fcc5d3a7100994c9c0b = $(`&lt;div id=&quot;html_5823661883d04fcc5d3a7100994c9c0b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 79.77&lt;/div&gt;`)[0];\n",
              "                popup_fcaae45a9901ed567132f923b02e1d0e.setContent(html_5823661883d04fcc5d3a7100994c9c0b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_839986ffe3b00d2723c894018aeca6c9.bindPopup(popup_fcaae45a9901ed567132f923b02e1d0e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_339b1e5f52ed1937a2382e4d0b4a03d2 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_74f6ac254afd028f87a165f474e53120 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0a1f96b5c8b5fd5fd49b44430a16346 = $(`&lt;div id=&quot;html_b0a1f96b5c8b5fd5fd49b44430a16346&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 72.17&lt;/div&gt;`)[0];\n",
              "                popup_74f6ac254afd028f87a165f474e53120.setContent(html_b0a1f96b5c8b5fd5fd49b44430a16346);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_339b1e5f52ed1937a2382e4d0b4a03d2.bindPopup(popup_74f6ac254afd028f87a165f474e53120)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_896861b9740bce9df48a3c4e2bf66a71 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_0beebfee9775119ed903f99c473fac5c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf8d0fafcdff96d39a90b92e104cba47 = $(`&lt;div id=&quot;html_bf8d0fafcdff96d39a90b92e104cba47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 72.17&lt;/div&gt;`)[0];\n",
              "                popup_0beebfee9775119ed903f99c473fac5c.setContent(html_bf8d0fafcdff96d39a90b92e104cba47);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_896861b9740bce9df48a3c4e2bf66a71.bindPopup(popup_0beebfee9775119ed903f99c473fac5c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ccd7b81419948096a86e7a6bf2ab4f2 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_a5655f9f1c26873b3d10048feb29009d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2f84c565fdc967fb800178e95563831 = $(`&lt;div id=&quot;html_f2f84c565fdc967fb800178e95563831&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 346.97&lt;/div&gt;`)[0];\n",
              "                popup_a5655f9f1c26873b3d10048feb29009d.setContent(html_f2f84c565fdc967fb800178e95563831);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ccd7b81419948096a86e7a6bf2ab4f2.bindPopup(popup_a5655f9f1c26873b3d10048feb29009d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2afc06a3d69b3d0006040bb8a755749 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_ece461f9a3590ffd100ad760218611ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f010688449063996e6f8cdd778538a6 = $(`&lt;div id=&quot;html_9f010688449063996e6f8cdd778538a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ece461f9a3590ffd100ad760218611ba.setContent(html_9f010688449063996e6f8cdd778538a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2afc06a3d69b3d0006040bb8a755749.bindPopup(popup_ece461f9a3590ffd100ad760218611ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a5406c561aa433a859e8e9f5706d0b6d = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0d00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0d00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_d51a1fbdaf66eb123c0ab0e1070ddce5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4bbf36e5b8ce8374bdad18605b856a16 = $(`&lt;div id=&quot;html_4bbf36e5b8ce8374bdad18605b856a16&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 97.32&lt;/div&gt;`)[0];\n",
              "                popup_d51a1fbdaf66eb123c0ab0e1070ddce5.setContent(html_4bbf36e5b8ce8374bdad18605b856a16);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a5406c561aa433a859e8e9f5706d0b6d.bindPopup(popup_d51a1fbdaf66eb123c0ab0e1070ddce5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43cde568be3b6e973ebee684de0133e3 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_628cbdee0fe752fc2c7a18feca03ab07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_039573afb9b2368ecce6eb8250fd2719 = $(`&lt;div id=&quot;html_039573afb9b2368ecce6eb8250fd2719&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_628cbdee0fe752fc2c7a18feca03ab07.setContent(html_039573afb9b2368ecce6eb8250fd2719);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43cde568be3b6e973ebee684de0133e3.bindPopup(popup_628cbdee0fe752fc2c7a18feca03ab07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f739a9f5daea17c6f4ebdca7e1f00652 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_d23eff1e02bb9d5509f0715e2dbe10b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a95ab9a4de04b0631b1448f7543fda9 = $(`&lt;div id=&quot;html_0a95ab9a4de04b0631b1448f7543fda9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 355.88&lt;/div&gt;`)[0];\n",
              "                popup_d23eff1e02bb9d5509f0715e2dbe10b2.setContent(html_0a95ab9a4de04b0631b1448f7543fda9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f739a9f5daea17c6f4ebdca7e1f00652.bindPopup(popup_d23eff1e02bb9d5509f0715e2dbe10b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_73babd3844e0ce9caf29babc49de1818 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_15417f9a1d288da1ad7817ed514f1746 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8baf35cb648a79a447d97cdaebd954fa = $(`&lt;div id=&quot;html_8baf35cb648a79a447d97cdaebd954fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 10.88&lt;/div&gt;`)[0];\n",
              "                popup_15417f9a1d288da1ad7817ed514f1746.setContent(html_8baf35cb648a79a447d97cdaebd954fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_73babd3844e0ce9caf29babc49de1818.bindPopup(popup_15417f9a1d288da1ad7817ed514f1746)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c85b8c08e7808999b58daadf8ef30161 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_6a252b09f54acc454b45cfed01c97dd0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b6ce2d2d21fcb602d3931d09cf89512d = $(`&lt;div id=&quot;html_b6ce2d2d21fcb602d3931d09cf89512d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 369.83&lt;/div&gt;`)[0];\n",
              "                popup_6a252b09f54acc454b45cfed01c97dd0.setContent(html_b6ce2d2d21fcb602d3931d09cf89512d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c85b8c08e7808999b58daadf8ef30161.bindPopup(popup_6a252b09f54acc454b45cfed01c97dd0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b61f4500eec90623bff1008242f1aa6b = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_2caea67b4192711628211d2c864cebe1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e6c1c1f8aec6801bcd6152a0bcb6232 = $(`&lt;div id=&quot;html_2e6c1c1f8aec6801bcd6152a0bcb6232&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 296.08&lt;/div&gt;`)[0];\n",
              "                popup_2caea67b4192711628211d2c864cebe1.setContent(html_2e6c1c1f8aec6801bcd6152a0bcb6232);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b61f4500eec90623bff1008242f1aa6b.bindPopup(popup_2caea67b4192711628211d2c864cebe1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ad4223fc0d408e35c5a741c7c56d6041 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_79b92925810d8ac68557a73bc82b7e1e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4044c84891b629c863f0c94c991be2ec = $(`&lt;div id=&quot;html_4044c84891b629c863f0c94c991be2ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 341.96&lt;/div&gt;`)[0];\n",
              "                popup_79b92925810d8ac68557a73bc82b7e1e.setContent(html_4044c84891b629c863f0c94c991be2ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ad4223fc0d408e35c5a741c7c56d6041.bindPopup(popup_79b92925810d8ac68557a73bc82b7e1e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4209c42c8848ea63a41579ff77336c7 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#349a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#349a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_762121e0e056518d37bd47a4f30c0af8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9adca86c6987b7e9069a39a0342a06d5 = $(`&lt;div id=&quot;html_9adca86c6987b7e9069a39a0342a06d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 10.32&lt;/div&gt;`)[0];\n",
              "                popup_762121e0e056518d37bd47a4f30c0af8.setContent(html_9adca86c6987b7e9069a39a0342a06d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4209c42c8848ea63a41579ff77336c7.bindPopup(popup_762121e0e056518d37bd47a4f30c0af8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1dcccf864baffbe0b679156c3a2551ad = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_ad3f31f3eb680ef2c1a38e473c6b7239 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d6e934c515e3bf261493c2d8b741844 = $(`&lt;div id=&quot;html_8d6e934c515e3bf261493c2d8b741844&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 69.8&lt;/div&gt;`)[0];\n",
              "                popup_ad3f31f3eb680ef2c1a38e473c6b7239.setContent(html_8d6e934c515e3bf261493c2d8b741844);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1dcccf864baffbe0b679156c3a2551ad.bindPopup(popup_ad3f31f3eb680ef2c1a38e473c6b7239)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63b62909cfb69a3d6170a8f367057394 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_4a79154e4de251c670f86a51d6de307c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_44e0b9fb3fe168a1a4fbbaca646bdea2 = $(`&lt;div id=&quot;html_44e0b9fb3fe168a1a4fbbaca646bdea2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 69.8&lt;/div&gt;`)[0];\n",
              "                popup_4a79154e4de251c670f86a51d6de307c.setContent(html_44e0b9fb3fe168a1a4fbbaca646bdea2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63b62909cfb69a3d6170a8f367057394.bindPopup(popup_4a79154e4de251c670f86a51d6de307c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_82328f3c1d9b0d1d21c2b4d490b2a292 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_f70110a2aaebe750523bcabba67839ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d801d455beb1dcb367599e603a2f755 = $(`&lt;div id=&quot;html_3d801d455beb1dcb367599e603a2f755&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 403.72&lt;/div&gt;`)[0];\n",
              "                popup_f70110a2aaebe750523bcabba67839ca.setContent(html_3d801d455beb1dcb367599e603a2f755);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_82328f3c1d9b0d1d21c2b4d490b2a292.bindPopup(popup_f70110a2aaebe750523bcabba67839ca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3403f89453f59d90b926ac2c15f924c7 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_c6460b83c24fc7ac229a68ac297c2f52 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_28adca423a5627d79734bfcc38a3e305 = $(`&lt;div id=&quot;html_28adca423a5627d79734bfcc38a3e305&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 37.27&lt;/div&gt;`)[0];\n",
              "                popup_c6460b83c24fc7ac229a68ac297c2f52.setContent(html_28adca423a5627d79734bfcc38a3e305);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3403f89453f59d90b926ac2c15f924c7.bindPopup(popup_c6460b83c24fc7ac229a68ac297c2f52)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a3f37f1339d3b5f552ba7c73a904878f = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_73dc9f1b7b0564e367311c6673544722 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e1e654815f83ad9aa40e24bbc741865 = $(`&lt;div id=&quot;html_2e1e654815f83ad9aa40e24bbc741865&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.21&lt;/div&gt;`)[0];\n",
              "                popup_73dc9f1b7b0564e367311c6673544722.setContent(html_2e1e654815f83ad9aa40e24bbc741865);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a3f37f1339d3b5f552ba7c73a904878f.bindPopup(popup_73dc9f1b7b0564e367311c6673544722)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ee59551a8c368d44cd90ccd0c88fd6f2 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_2785c409e34333826ef2ad1459563774 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f346b14d10d79e75f894f008a4f85c8f = $(`&lt;div id=&quot;html_f346b14d10d79e75f894f008a4f85c8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 240.36&lt;/div&gt;`)[0];\n",
              "                popup_2785c409e34333826ef2ad1459563774.setContent(html_f346b14d10d79e75f894f008a4f85c8f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ee59551a8c368d44cd90ccd0c88fd6f2.bindPopup(popup_2785c409e34333826ef2ad1459563774)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2c91d3bd8b30ffbf027ef0b8bad90349 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b7db00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b7db00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_1900a16578712e21a1a6587241721c16 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fc538aad6df3322850e2c830514f2eb0 = $(`&lt;div id=&quot;html_fc538aad6df3322850e2c830514f2eb0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 35.88&lt;/div&gt;`)[0];\n",
              "                popup_1900a16578712e21a1a6587241721c16.setContent(html_fc538aad6df3322850e2c830514f2eb0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2c91d3bd8b30ffbf027ef0b8bad90349.bindPopup(popup_1900a16578712e21a1a6587241721c16)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6a8bb8a54cb2677da2542836ce10cb37 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_4f568e42f10d0ee8e8b2c2770c004d70 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dcd75b1abe3e1a5f637dffb295043779 = $(`&lt;div id=&quot;html_dcd75b1abe3e1a5f637dffb295043779&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 364.31&lt;/div&gt;`)[0];\n",
              "                popup_4f568e42f10d0ee8e8b2c2770c004d70.setContent(html_dcd75b1abe3e1a5f637dffb295043779);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6a8bb8a54cb2677da2542836ce10cb37.bindPopup(popup_4f568e42f10d0ee8e8b2c2770c004d70)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2336fd8f6e95e3699df2b05b3ede8595 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_54df180b78cfe1caa4af80a94674d75c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_218056ed965e31b66fc70a0320831b7a = $(`&lt;div id=&quot;html_218056ed965e31b66fc70a0320831b7a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 364.31&lt;/div&gt;`)[0];\n",
              "                popup_54df180b78cfe1caa4af80a94674d75c.setContent(html_218056ed965e31b66fc70a0320831b7a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2336fd8f6e95e3699df2b05b3ede8595.bindPopup(popup_54df180b78cfe1caa4af80a94674d75c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b93f5c5f466e537e5d6f49647ef975f1 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_37da37dad0c207b6634fda161220f4ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_13553e62b488ae59e078faef9991c802 = $(`&lt;div id=&quot;html_13553e62b488ae59e078faef9991c802&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 236.11&lt;/div&gt;`)[0];\n",
              "                popup_37da37dad0c207b6634fda161220f4ea.setContent(html_13553e62b488ae59e078faef9991c802);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b93f5c5f466e537e5d6f49647ef975f1.bindPopup(popup_37da37dad0c207b6634fda161220f4ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ff83164c2c2991d7dcca0cef9e587c82 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_0fa96dcabd33ee88765d1898d2959f9a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_027e98139075083d0788ccb13045576a = $(`&lt;div id=&quot;html_027e98139075083d0788ccb13045576a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 202.55&lt;/div&gt;`)[0];\n",
              "                popup_0fa96dcabd33ee88765d1898d2959f9a.setContent(html_027e98139075083d0788ccb13045576a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ff83164c2c2991d7dcca0cef9e587c82.bindPopup(popup_0fa96dcabd33ee88765d1898d2959f9a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd6c3b423f4da88410bc3c1a2f0a9179 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a);\n",
              "        \n",
              "    \n",
              "        var popup_f0434a24d72bd869e85b156a6e889670 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35f790843fbfbbf4ec96656107561511 = $(`&lt;div id=&quot;html_35f790843fbfbbf4ec96656107561511&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 97.65&lt;/div&gt;`)[0];\n",
              "                popup_f0434a24d72bd869e85b156a6e889670.setContent(html_35f790843fbfbbf4ec96656107561511);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd6c3b423f4da88410bc3c1a2f0a9179.bindPopup(popup_f0434a24d72bd869e85b156a6e889670)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_d81da7f1376c0e0e8d9620649cc9ea44 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_9290b302f386a042c3f9c82ebfda445f = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_629ed80b67adc419266cda45a8e7ea57 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d17229798d9204dba73bf2ee2884b7a4 = $(`&lt;div id=&quot;html_d17229798d9204dba73bf2ee2884b7a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_629ed80b67adc419266cda45a8e7ea57.setContent(html_d17229798d9204dba73bf2ee2884b7a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9290b302f386a042c3f9c82ebfda445f.bindPopup(popup_629ed80b67adc419266cda45a8e7ea57)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5bb5f5ccaacbd65e921ff67cf16411c9 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_c6adf5aae272d884d732da569381a08c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_af625e7c025edf332ddf52fc2ccc8f39 = $(`&lt;div id=&quot;html_af625e7c025edf332ddf52fc2ccc8f39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 219.99&lt;/div&gt;`)[0];\n",
              "                popup_c6adf5aae272d884d732da569381a08c.setContent(html_af625e7c025edf332ddf52fc2ccc8f39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5bb5f5ccaacbd65e921ff67cf16411c9.bindPopup(popup_c6adf5aae272d884d732da569381a08c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_913dbf74719744fac88a01a0ea217e7d = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_10005dc02ffeb715c646c56cf15ad3b9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c2c0550563577f7b490bcd3fbfa64bb = $(`&lt;div id=&quot;html_4c2c0550563577f7b490bcd3fbfa64bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 421.58&lt;/div&gt;`)[0];\n",
              "                popup_10005dc02ffeb715c646c56cf15ad3b9.setContent(html_4c2c0550563577f7b490bcd3fbfa64bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_913dbf74719744fac88a01a0ea217e7d.bindPopup(popup_10005dc02ffeb715c646c56cf15ad3b9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f41d5422cc6bd47779af43a0fdd4ec80 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_82a38056c52a289298f198867c844a8e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c5dc1dce8c3f091f59f906d66d61aeee = $(`&lt;div id=&quot;html_c5dc1dce8c3f091f59f906d66d61aeee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.81&lt;/div&gt;`)[0];\n",
              "                popup_82a38056c52a289298f198867c844a8e.setContent(html_c5dc1dce8c3f091f59f906d66d61aeee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f41d5422cc6bd47779af43a0fdd4ec80.bindPopup(popup_82a38056c52a289298f198867c844a8e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed5c243587e5287be502b19e59ebe8ca = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_b64eef69b8aaf5602b4deb5485ff6598 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a24163d14251bc7f7c6a6da265466592 = $(`&lt;div id=&quot;html_a24163d14251bc7f7c6a6da265466592&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 401.73&lt;/div&gt;`)[0];\n",
              "                popup_b64eef69b8aaf5602b4deb5485ff6598.setContent(html_a24163d14251bc7f7c6a6da265466592);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed5c243587e5287be502b19e59ebe8ca.bindPopup(popup_b64eef69b8aaf5602b4deb5485ff6598)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e48b67a76e4787c3a3fa6558dd631dbb = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_192681e65e2be041b0fc4e2d5333f2e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e4be684920ace45a1ebc95e8226392f = $(`&lt;div id=&quot;html_1e4be684920ace45a1ebc95e8226392f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 225.74&lt;/div&gt;`)[0];\n",
              "                popup_192681e65e2be041b0fc4e2d5333f2e7.setContent(html_1e4be684920ace45a1ebc95e8226392f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e48b67a76e4787c3a3fa6558dd631dbb.bindPopup(popup_192681e65e2be041b0fc4e2d5333f2e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4d809977fe589bb6ab1b6b8bd275058 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_975296286c6d697e1bd304e6884c0254 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee0f21097af0cd5c779c3cfe9a7e83d9 = $(`&lt;div id=&quot;html_ee0f21097af0cd5c779c3cfe9a7e83d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 264.31&lt;/div&gt;`)[0];\n",
              "                popup_975296286c6d697e1bd304e6884c0254.setContent(html_ee0f21097af0cd5c779c3cfe9a7e83d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4d809977fe589bb6ab1b6b8bd275058.bindPopup(popup_975296286c6d697e1bd304e6884c0254)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_788b849e82c2baf449c6de039fb46dba = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_efba334317626812678461efc4ac2429 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a01ca48858d61b80e78834a104f7159 = $(`&lt;div id=&quot;html_6a01ca48858d61b80e78834a104f7159&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 362.02&lt;/div&gt;`)[0];\n",
              "                popup_efba334317626812678461efc4ac2429.setContent(html_6a01ca48858d61b80e78834a104f7159);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_788b849e82c2baf449c6de039fb46dba.bindPopup(popup_efba334317626812678461efc4ac2429)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1118439490bb34394dce2dde16796f7b = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_3f63026c8054258316f1841c7f03f289 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4579cd75ddd0357f66a03ec6edd12987 = $(`&lt;div id=&quot;html_4579cd75ddd0357f66a03ec6edd12987&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 169.93&lt;/div&gt;`)[0];\n",
              "                popup_3f63026c8054258316f1841c7f03f289.setContent(html_4579cd75ddd0357f66a03ec6edd12987);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1118439490bb34394dce2dde16796f7b.bindPopup(popup_3f63026c8054258316f1841c7f03f289)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4125b90686e9e125b676976e5b1a0c56 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#65b300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#65b300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_32b217af731b9b073f6c395bef2d6a79 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db5c29bbfa335ef0ed7a0254facb9286 = $(`&lt;div id=&quot;html_db5c29bbfa335ef0ed7a0254facb9286&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 19.81&lt;/div&gt;`)[0];\n",
              "                popup_32b217af731b9b073f6c395bef2d6a79.setContent(html_db5c29bbfa335ef0ed7a0254facb9286);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4125b90686e9e125b676976e5b1a0c56.bindPopup(popup_32b217af731b9b073f6c395bef2d6a79)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_238a65bfecbfdf105e45c9fbcc0516bd = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_4834224dc90af660bbca0c5cbbb86f40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5705c61c80fe12e32b55818b4ee4c729 = $(`&lt;div id=&quot;html_5705c61c80fe12e32b55818b4ee4c729&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 306.97&lt;/div&gt;`)[0];\n",
              "                popup_4834224dc90af660bbca0c5cbbb86f40.setContent(html_5705c61c80fe12e32b55818b4ee4c729);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_238a65bfecbfdf105e45c9fbcc0516bd.bindPopup(popup_4834224dc90af660bbca0c5cbbb86f40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b45327decf595d32e1c9c4c127685d94 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#058300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#058300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_0a5658542e3d179ed923625cfa691a9d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_50d8d6a88499bb0d27f0a0944bd0d6a3 = $(`&lt;div id=&quot;html_50d8d6a88499bb0d27f0a0944bd0d6a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 1.12&lt;/div&gt;`)[0];\n",
              "                popup_0a5658542e3d179ed923625cfa691a9d.setContent(html_50d8d6a88499bb0d27f0a0944bd0d6a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b45327decf595d32e1c9c4c127685d94.bindPopup(popup_0a5658542e3d179ed923625cfa691a9d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26f8e81d2e9bb7dbd8b6e65eb4e4c69b = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_0bbd690024b56cd264df41ba1ee3a764 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ca9d41e897c60089f1c760cf9156439 = $(`&lt;div id=&quot;html_8ca9d41e897c60089f1c760cf9156439&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 270.67&lt;/div&gt;`)[0];\n",
              "                popup_0bbd690024b56cd264df41ba1ee3a764.setContent(html_8ca9d41e897c60089f1c760cf9156439);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26f8e81d2e9bb7dbd8b6e65eb4e4c69b.bindPopup(popup_0bbd690024b56cd264df41ba1ee3a764)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_52f75f97b2c8aaa8c0d7ccd48751728b = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_681d8e7ec1f23c9bcbe2304e5fd9f0a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2fbb42fa2f3c68cbd33a4b0b969a9881 = $(`&lt;div id=&quot;html_2fbb42fa2f3c68cbd33a4b0b969a9881&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 236.0&lt;/div&gt;`)[0];\n",
              "                popup_681d8e7ec1f23c9bcbe2304e5fd9f0a0.setContent(html_2fbb42fa2f3c68cbd33a4b0b969a9881);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_52f75f97b2c8aaa8c0d7ccd48751728b.bindPopup(popup_681d8e7ec1f23c9bcbe2304e5fd9f0a0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7047ac2680cc757a165b8d453b70686d = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_5e51b6968d3b8ac7a0fd0741b9667eb1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f42c7da014eef75af197014a8b2496bb = $(`&lt;div id=&quot;html_f42c7da014eef75af197014a8b2496bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 331.47&lt;/div&gt;`)[0];\n",
              "                popup_5e51b6968d3b8ac7a0fd0741b9667eb1.setContent(html_f42c7da014eef75af197014a8b2496bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7047ac2680cc757a165b8d453b70686d.bindPopup(popup_5e51b6968d3b8ac7a0fd0741b9667eb1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1011af8c3d7f76cff147f2678718bbe7 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_51b0db9c1270c43c03d351dad572f580 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a48e0bb3cfa3771b5b411d60531bc847 = $(`&lt;div id=&quot;html_a48e0bb3cfa3771b5b411d60531bc847&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 71.35&lt;/div&gt;`)[0];\n",
              "                popup_51b0db9c1270c43c03d351dad572f580.setContent(html_a48e0bb3cfa3771b5b411d60531bc847);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1011af8c3d7f76cff147f2678718bbe7.bindPopup(popup_51b0db9c1270c43c03d351dad572f580)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3680bd27e9bf8253e2892df4e6f01512 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_3d1c4c0ff9bf9117b6b25732a3453cf1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c44cbe5e7e4e5394f139da3514aeee4a = $(`&lt;div id=&quot;html_c44cbe5e7e4e5394f139da3514aeee4a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 70.38&lt;/div&gt;`)[0];\n",
              "                popup_3d1c4c0ff9bf9117b6b25732a3453cf1.setContent(html_c44cbe5e7e4e5394f139da3514aeee4a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3680bd27e9bf8253e2892df4e6f01512.bindPopup(popup_3d1c4c0ff9bf9117b6b25732a3453cf1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9049161e357855c371887e14ab10a1fb = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_3e2d5d735ae376cc45448873d2df31fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_11effaa2fbc4c1e2a51b54eb8b4d4e30 = $(`&lt;div id=&quot;html_11effaa2fbc4c1e2a51b54eb8b4d4e30&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 70.38&lt;/div&gt;`)[0];\n",
              "                popup_3e2d5d735ae376cc45448873d2df31fc.setContent(html_11effaa2fbc4c1e2a51b54eb8b4d4e30);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9049161e357855c371887e14ab10a1fb.bindPopup(popup_3e2d5d735ae376cc45448873d2df31fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0b46523d48536287b24a4fc8f54958d7 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_7fe4b691f5cb774613cf6ddb0da2d124 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a2c5062583570806fd2e19ff1fc412ac = $(`&lt;div id=&quot;html_a2c5062583570806fd2e19ff1fc412ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 386.3&lt;/div&gt;`)[0];\n",
              "                popup_7fe4b691f5cb774613cf6ddb0da2d124.setContent(html_a2c5062583570806fd2e19ff1fc412ac);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0b46523d48536287b24a4fc8f54958d7.bindPopup(popup_7fe4b691f5cb774613cf6ddb0da2d124)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3ecc0680defd8c1d3b79577010f6987b = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_2b7e908c32fa031bd7b838141806cbb7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_85ddf3ad72850d039d338f63682b0f27 = $(`&lt;div id=&quot;html_85ddf3ad72850d039d338f63682b0f27&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_2b7e908c32fa031bd7b838141806cbb7.setContent(html_85ddf3ad72850d039d338f63682b0f27);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3ecc0680defd8c1d3b79577010f6987b.bindPopup(popup_2b7e908c32fa031bd7b838141806cbb7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37b8d69a57657c3f9ca1908b4f443323 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffde00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffde00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_23bebc1b95e7ceccd44f20c0c5beaa0d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43e8ab735b26f8f234d6bc1968907bc8 = $(`&lt;div id=&quot;html_43e8ab735b26f8f234d6bc1968907bc8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 56.58&lt;/div&gt;`)[0];\n",
              "                popup_23bebc1b95e7ceccd44f20c0c5beaa0d.setContent(html_43e8ab735b26f8f234d6bc1968907bc8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37b8d69a57657c3f9ca1908b4f443323.bindPopup(popup_23bebc1b95e7ceccd44f20c0c5beaa0d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2f5b55871e484b83cb36fae083dd057 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_0b60b17d96635e6f544c5be4231056a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9023610d18c2757df20fded12979ab0e = $(`&lt;div id=&quot;html_9023610d18c2757df20fded12979ab0e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_0b60b17d96635e6f544c5be4231056a0.setContent(html_9023610d18c2757df20fded12979ab0e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2f5b55871e484b83cb36fae083dd057.bindPopup(popup_0b60b17d96635e6f544c5be4231056a0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_918fb0def25471d2035a2378fef3ba9a = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_8c7f4490bbf676caa36208fdf00ae36e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7b80d0051b10226bdbe6554cd0db8263 = $(`&lt;div id=&quot;html_7b80d0051b10226bdbe6554cd0db8263&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 344.82&lt;/div&gt;`)[0];\n",
              "                popup_8c7f4490bbf676caa36208fdf00ae36e.setContent(html_7b80d0051b10226bdbe6554cd0db8263);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_918fb0def25471d2035a2378fef3ba9a.bindPopup(popup_8c7f4490bbf676caa36208fdf00ae36e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_04ba9e7f0abc4b31cb0412874c3b7823 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#71b800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#71b800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_504d60584bfb11672b9f60b88610addf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed6ddd78c494aa1538ab73bd0f453751 = $(`&lt;div id=&quot;html_ed6ddd78c494aa1538ab73bd0f453751&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 22.12&lt;/div&gt;`)[0];\n",
              "                popup_504d60584bfb11672b9f60b88610addf.setContent(html_ed6ddd78c494aa1538ab73bd0f453751);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_04ba9e7f0abc4b31cb0412874c3b7823.bindPopup(popup_504d60584bfb11672b9f60b88610addf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ba8c756b72cc1810e8762809d30621a6 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_34c61f6982daa7bd3218570c035d389c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_300c0beb87476950597b1435ffbf5c55 = $(`&lt;div id=&quot;html_300c0beb87476950597b1435ffbf5c55&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 358.74&lt;/div&gt;`)[0];\n",
              "                popup_34c61f6982daa7bd3218570c035d389c.setContent(html_300c0beb87476950597b1435ffbf5c55);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ba8c756b72cc1810e8762809d30621a6.bindPopup(popup_34c61f6982daa7bd3218570c035d389c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4e173670e497a4bd35b06fed7b7f4b30 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_cb493321f446f7078b558549ed89c42f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_432339307e4355218ce23afd04eb5c99 = $(`&lt;div id=&quot;html_432339307e4355218ce23afd04eb5c99&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 281.38&lt;/div&gt;`)[0];\n",
              "                popup_cb493321f446f7078b558549ed89c42f.setContent(html_432339307e4355218ce23afd04eb5c99);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4e173670e497a4bd35b06fed7b7f4b30.bindPopup(popup_cb493321f446f7078b558549ed89c42f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed17318a776acdea7bc83b5a51b94736 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_52201b8c969c088481eb95b9eff575b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee6fc3c28932a8049ab1a5aa349f5533 = $(`&lt;div id=&quot;html_ee6fc3c28932a8049ab1a5aa349f5533&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 585.54&lt;/div&gt;`)[0];\n",
              "                popup_52201b8c969c088481eb95b9eff575b7.setContent(html_ee6fc3c28932a8049ab1a5aa349f5533);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed17318a776acdea7bc83b5a51b94736.bindPopup(popup_52201b8c969c088481eb95b9eff575b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e6083269603971e9c54230b254bde16a = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#389c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#389c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_ec5131b677ca4a816e5d302279643c06 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b435fd521f80015c72ce5a34c602d037 = $(`&lt;div id=&quot;html_b435fd521f80015c72ce5a34c602d037&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 11.01&lt;/div&gt;`)[0];\n",
              "                popup_ec5131b677ca4a816e5d302279643c06.setContent(html_b435fd521f80015c72ce5a34c602d037);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e6083269603971e9c54230b254bde16a.bindPopup(popup_ec5131b677ca4a816e5d302279643c06)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6a26b0a15d0473b527e06a1da6bb041b = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9f400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9f400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_ff6b03ccb9c574c2278b68bfcf707460 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0af01a34c162b76b22003617d653ef6 = $(`&lt;div id=&quot;html_d0af01a34c162b76b22003617d653ef6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 45.66&lt;/div&gt;`)[0];\n",
              "                popup_ff6b03ccb9c574c2278b68bfcf707460.setContent(html_d0af01a34c162b76b22003617d653ef6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6a26b0a15d0473b527e06a1da6bb041b.bindPopup(popup_ff6b03ccb9c574c2278b68bfcf707460)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3093d51b92c9c5f37acac5d0ee049e34 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9f400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9f400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_181a45bd6862eb0d4cb52be71d7f5d7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3aaed83fc2aa1702d9c1ebef7738184c = $(`&lt;div id=&quot;html_3aaed83fc2aa1702d9c1ebef7738184c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 45.66&lt;/div&gt;`)[0];\n",
              "                popup_181a45bd6862eb0d4cb52be71d7f5d7d.setContent(html_3aaed83fc2aa1702d9c1ebef7738184c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3093d51b92c9c5f37acac5d0ee049e34.bindPopup(popup_181a45bd6862eb0d4cb52be71d7f5d7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a64f4976373ffe50cb69bc4c0f11c431 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_e2c6702e74008b56615e95f6a334a8ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ff1390ac97d593626dc35d304b14907 = $(`&lt;div id=&quot;html_9ff1390ac97d593626dc35d304b14907&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 391.33&lt;/div&gt;`)[0];\n",
              "                popup_e2c6702e74008b56615e95f6a334a8ed.setContent(html_9ff1390ac97d593626dc35d304b14907);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a64f4976373ffe50cb69bc4c0f11c431.bindPopup(popup_e2c6702e74008b56615e95f6a334a8ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_36e9ea8c457433cb47a84f78dad22dd6 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_0da95f2db10afdb5e54106363f611afd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f14ee940d9066a15c2937131e1af8550 = $(`&lt;div id=&quot;html_f14ee940d9066a15c2937131e1af8550&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 37.26&lt;/div&gt;`)[0];\n",
              "                popup_0da95f2db10afdb5e54106363f611afd.setContent(html_f14ee940d9066a15c2937131e1af8550);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_36e9ea8c457433cb47a84f78dad22dd6.bindPopup(popup_0da95f2db10afdb5e54106363f611afd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1455fc351b884451ee3d39c1949ea046 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_ac5df4d9fd45b9e00b34f3a3fb497f41 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8e3d0abc814ddf2789c8bb109461d24 = $(`&lt;div id=&quot;html_c8e3d0abc814ddf2789c8bb109461d24&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.77&lt;/div&gt;`)[0];\n",
              "                popup_ac5df4d9fd45b9e00b34f3a3fb497f41.setContent(html_c8e3d0abc814ddf2789c8bb109461d24);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1455fc351b884451ee3d39c1949ea046.bindPopup(popup_ac5df4d9fd45b9e00b34f3a3fb497f41)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f7e8cde7b7cf1aebf82f82be38fb224 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_341ec0341142d7f27698da860578059f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8cbce532a46409ed633412b9e29a2bd6 = $(`&lt;div id=&quot;html_8cbce532a46409ed633412b9e29a2bd6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 244.55&lt;/div&gt;`)[0];\n",
              "                popup_341ec0341142d7f27698da860578059f.setContent(html_8cbce532a46409ed633412b9e29a2bd6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f7e8cde7b7cf1aebf82f82be38fb224.bindPopup(popup_341ec0341142d7f27698da860578059f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d63e17866ee160607ae6be6bcc37e9e = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d5ea00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d5ea00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_42d73009d6fda4ee51deebe6d792bd49 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_63809cf31751278e2870cebcee367c88 = $(`&lt;div id=&quot;html_63809cf31751278e2870cebcee367c88&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 41.73&lt;/div&gt;`)[0];\n",
              "                popup_42d73009d6fda4ee51deebe6d792bd49.setContent(html_63809cf31751278e2870cebcee367c88);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d63e17866ee160607ae6be6bcc37e9e.bindPopup(popup_42d73009d6fda4ee51deebe6d792bd49)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c3838143020a835bfbb0309eba9cfe6 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_00ea24caf50dcf7e8ed1a78fa603efaf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1455255fad608b2db1a3127fb5f6cd1b = $(`&lt;div id=&quot;html_1455255fad608b2db1a3127fb5f6cd1b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 324.86&lt;/div&gt;`)[0];\n",
              "                popup_00ea24caf50dcf7e8ed1a78fa603efaf.setContent(html_1455255fad608b2db1a3127fb5f6cd1b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c3838143020a835bfbb0309eba9cfe6.bindPopup(popup_00ea24caf50dcf7e8ed1a78fa603efaf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_561358b4dbb15815f6d26cddc8ef3ed5 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_9bb6d54b81560ab3f9200bd228b23a26 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c70e9c79a80e2f5bae7eb433dec55416 = $(`&lt;div id=&quot;html_c70e9c79a80e2f5bae7eb433dec55416&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 324.86&lt;/div&gt;`)[0];\n",
              "                popup_9bb6d54b81560ab3f9200bd228b23a26.setContent(html_c70e9c79a80e2f5bae7eb433dec55416);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_561358b4dbb15815f6d26cddc8ef3ed5.bindPopup(popup_9bb6d54b81560ab3f9200bd228b23a26)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_271607e12789dc22e16371ff96b33abb = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_8fe3b76c18244e5ebcfd1d2427a234d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fef2febc4f8bdd8eb77262b7cb760c95 = $(`&lt;div id=&quot;html_fef2febc4f8bdd8eb77262b7cb760c95&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 304.41&lt;/div&gt;`)[0];\n",
              "                popup_8fe3b76c18244e5ebcfd1d2427a234d6.setContent(html_fef2febc4f8bdd8eb77262b7cb760c95);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_271607e12789dc22e16371ff96b33abb.bindPopup(popup_8fe3b76c18244e5ebcfd1d2427a234d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0956a8f58aac26c941cfd4e3eb672915 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_29c3693d33e831c63e8766b37ca12ec2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4ad2179325aba765a1f00dc7d2b5f8da = $(`&lt;div id=&quot;html_4ad2179325aba765a1f00dc7d2b5f8da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 181.39&lt;/div&gt;`)[0];\n",
              "                popup_29c3693d33e831c63e8766b37ca12ec2.setContent(html_4ad2179325aba765a1f00dc7d2b5f8da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0956a8f58aac26c941cfd4e3eb672915.bindPopup(popup_29c3693d33e831c63e8766b37ca12ec2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8e72a1e5ca2b689ab39e14cf768e25ce = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffaf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffaf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d81da7f1376c0e0e8d9620649cc9ea44);\n",
              "        \n",
              "    \n",
              "        var popup_45a730859a20fb5a8e2881fbc17fcf8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7e9b84b805c092c68db2e085be5cccf = $(`&lt;div id=&quot;html_a7e9b84b805c092c68db2e085be5cccf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 65.78&lt;/div&gt;`)[0];\n",
              "                popup_45a730859a20fb5a8e2881fbc17fcf8d.setContent(html_a7e9b84b805c092c68db2e085be5cccf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8e72a1e5ca2b689ab39e14cf768e25ce.bindPopup(popup_45a730859a20fb5a8e2881fbc17fcf8d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_1a5ecb0ff85dba47c4d27f85a586d329 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_30abebfad913401bb1fd85bb91626ca6 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_a834f7179490457c8a11095a0e46f48e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa57b050356c70b62cb02f1310547aa6 = $(`&lt;div id=&quot;html_aa57b050356c70b62cb02f1310547aa6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_a834f7179490457c8a11095a0e46f48e.setContent(html_aa57b050356c70b62cb02f1310547aa6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30abebfad913401bb1fd85bb91626ca6.bindPopup(popup_a834f7179490457c8a11095a0e46f48e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_437ce3ea134f1d875f682cb3bbb9a2c2 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_418e3a932140cca3db0f79a1030cd13d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f109b93ff2959050db59c24e2f0befcc = $(`&lt;div id=&quot;html_f109b93ff2959050db59c24e2f0befcc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 228.91&lt;/div&gt;`)[0];\n",
              "                popup_418e3a932140cca3db0f79a1030cd13d.setContent(html_f109b93ff2959050db59c24e2f0befcc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_437ce3ea134f1d875f682cb3bbb9a2c2.bindPopup(popup_418e3a932140cca3db0f79a1030cd13d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_495bfa9721c8f43cb9cb83cc8d9305e6 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_b3c627f8896a589df2113e852d35db7b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1364d5fa3138b00cc4b2846f9bf057c8 = $(`&lt;div id=&quot;html_1364d5fa3138b00cc4b2846f9bf057c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 399.56&lt;/div&gt;`)[0];\n",
              "                popup_b3c627f8896a589df2113e852d35db7b.setContent(html_1364d5fa3138b00cc4b2846f9bf057c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_495bfa9721c8f43cb9cb83cc8d9305e6.bindPopup(popup_b3c627f8896a589df2113e852d35db7b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b621492315e076668b51d9fea576cb6d = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_59f85bf6349abcf78390a1372ee5e19c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_088045ec1df8d33cf6afe133eb9b4ea9 = $(`&lt;div id=&quot;html_088045ec1df8d33cf6afe133eb9b4ea9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 2.05&lt;/div&gt;`)[0];\n",
              "                popup_59f85bf6349abcf78390a1372ee5e19c.setContent(html_088045ec1df8d33cf6afe133eb9b4ea9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b621492315e076668b51d9fea576cb6d.bindPopup(popup_59f85bf6349abcf78390a1372ee5e19c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eae69a00e03b2b78202504504c65be6a = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_330f902c11432dbaebc4ba6a03ce1923 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e932af2fb73d07c17ed4907fb793ddd = $(`&lt;div id=&quot;html_2e932af2fb73d07c17ed4907fb793ddd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 399.94&lt;/div&gt;`)[0];\n",
              "                popup_330f902c11432dbaebc4ba6a03ce1923.setContent(html_2e932af2fb73d07c17ed4907fb793ddd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eae69a00e03b2b78202504504c65be6a.bindPopup(popup_330f902c11432dbaebc4ba6a03ce1923)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8efcadbbc90dfcf15cab20a807be15d5 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_2f2be3bdb84aeb76a93e03634fd89ec7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_11e2404215395179f7d7e479ab0f41ee = $(`&lt;div id=&quot;html_11e2404215395179f7d7e479ab0f41ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 250.27&lt;/div&gt;`)[0];\n",
              "                popup_2f2be3bdb84aeb76a93e03634fd89ec7.setContent(html_11e2404215395179f7d7e479ab0f41ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8efcadbbc90dfcf15cab20a807be15d5.bindPopup(popup_2f2be3bdb84aeb76a93e03634fd89ec7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aeeee2e358aef3ac17380ab9a0f922b6 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_28dc9402c361f61a48667e99d521e931 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_40269c78625d97b9c47130c9faa9fd84 = $(`&lt;div id=&quot;html_40269c78625d97b9c47130c9faa9fd84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 262.23&lt;/div&gt;`)[0];\n",
              "                popup_28dc9402c361f61a48667e99d521e931.setContent(html_40269c78625d97b9c47130c9faa9fd84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aeeee2e358aef3ac17380ab9a0f922b6.bindPopup(popup_28dc9402c361f61a48667e99d521e931)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_10c7ebcb615d2c4b3914ab55627edb33 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_f26a56a2159d6d1b4aa63d983af4d38a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b5e553d64c3a441df635551cc6d5f65d = $(`&lt;div id=&quot;html_b5e553d64c3a441df635551cc6d5f65d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 347.33&lt;/div&gt;`)[0];\n",
              "                popup_f26a56a2159d6d1b4aa63d983af4d38a.setContent(html_b5e553d64c3a441df635551cc6d5f65d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_10c7ebcb615d2c4b3914ab55627edb33.bindPopup(popup_f26a56a2159d6d1b4aa63d983af4d38a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_875f40f9625f9910501984f0340d3a7b = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_8c671d8a77cfef79ea1f03774f1dc5fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fc9680d52edfed4803d6ddc907a91ca8 = $(`&lt;div id=&quot;html_fc9680d52edfed4803d6ddc907a91ca8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 172.3&lt;/div&gt;`)[0];\n",
              "                popup_8c671d8a77cfef79ea1f03774f1dc5fa.setContent(html_fc9680d52edfed4803d6ddc907a91ca8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_875f40f9625f9910501984f0340d3a7b.bindPopup(popup_8c671d8a77cfef79ea1f03774f1dc5fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_49d4f31ee68e9223b4b011b0dc04fc2c = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6ab500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6ab500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_629f0d190bc81a85ac46f555d199ed30 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4759aee00438d961cb8549b77253d2cd = $(`&lt;div id=&quot;html_4759aee00438d961cb8549b77253d2cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 20.72&lt;/div&gt;`)[0];\n",
              "                popup_629f0d190bc81a85ac46f555d199ed30.setContent(html_4759aee00438d961cb8549b77253d2cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_49d4f31ee68e9223b4b011b0dc04fc2c.bindPopup(popup_629f0d190bc81a85ac46f555d199ed30)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ace6d3ddc1f69c9eb900d3421d64a616 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_ecef2a44eeaebf930b8f5e71d1943613 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_79956d2d41f53f2a748d755809b92b11 = $(`&lt;div id=&quot;html_79956d2d41f53f2a748d755809b92b11&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 285.72&lt;/div&gt;`)[0];\n",
              "                popup_ecef2a44eeaebf930b8f5e71d1943613.setContent(html_79956d2d41f53f2a748d755809b92b11);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ace6d3ddc1f69c9eb900d3421d64a616.bindPopup(popup_ecef2a44eeaebf930b8f5e71d1943613)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5f58c6298b355d238b19993032e26a61 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_a95970aec95c42f293156bcdac910b5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7003f4fc3a89677acdeb43852d78383a = $(`&lt;div id=&quot;html_7003f4fc3a89677acdeb43852d78383a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 2.3&lt;/div&gt;`)[0];\n",
              "                popup_a95970aec95c42f293156bcdac910b5a.setContent(html_7003f4fc3a89677acdeb43852d78383a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5f58c6298b355d238b19993032e26a61.bindPopup(popup_a95970aec95c42f293156bcdac910b5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9861cef8d72c2e1fb0c4b60e28b496c6 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_c328e41da4be3628f32e8eb983157306 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f778e79417a576ca2a1444aa13378a2e = $(`&lt;div id=&quot;html_f778e79417a576ca2a1444aa13378a2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 254.24&lt;/div&gt;`)[0];\n",
              "                popup_c328e41da4be3628f32e8eb983157306.setContent(html_f778e79417a576ca2a1444aa13378a2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9861cef8d72c2e1fb0c4b60e28b496c6.bindPopup(popup_c328e41da4be3628f32e8eb983157306)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_100e3a09a5a82821604ff13da705677c = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_2152aa5c730b360e9f925f888ebff0d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a9f396f2135180eabb5983e2dab42a1 = $(`&lt;div id=&quot;html_3a9f396f2135180eabb5983e2dab42a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 212.56&lt;/div&gt;`)[0];\n",
              "                popup_2152aa5c730b360e9f925f888ebff0d9.setContent(html_3a9f396f2135180eabb5983e2dab42a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_100e3a09a5a82821604ff13da705677c.bindPopup(popup_2152aa5c730b360e9f925f888ebff0d9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_64caeb1381cc7e47de4462041497fc83 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_fbb3d210d56ecb927678fdae2bbe42ef = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2739e883d39faf55275230d4f8a6286d = $(`&lt;div id=&quot;html_2739e883d39faf55275230d4f8a6286d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 311.53&lt;/div&gt;`)[0];\n",
              "                popup_fbb3d210d56ecb927678fdae2bbe42ef.setContent(html_2739e883d39faf55275230d4f8a6286d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_64caeb1381cc7e47de4462041497fc83.bindPopup(popup_fbb3d210d56ecb927678fdae2bbe42ef)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_20d322f91add88c976fa859b13636003 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_c991dc2641187581a3814a95867c1bc0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5fd588e7ecb10e2f31a765e090646142 = $(`&lt;div id=&quot;html_5fd588e7ecb10e2f31a765e090646142&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 78.33&lt;/div&gt;`)[0];\n",
              "                popup_c991dc2641187581a3814a95867c1bc0.setContent(html_5fd588e7ecb10e2f31a765e090646142);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_20d322f91add88c976fa859b13636003.bindPopup(popup_c991dc2641187581a3814a95867c1bc0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0f8cc6d51a5896c1e06d6d07512b17d0 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_2a7c4ae23a244958cfa135d2d72cfe96 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a5f63cfdbe8258d35b0ac00e45587941 = $(`&lt;div id=&quot;html_a5f63cfdbe8258d35b0ac00e45587941&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 70.1&lt;/div&gt;`)[0];\n",
              "                popup_2a7c4ae23a244958cfa135d2d72cfe96.setContent(html_a5f63cfdbe8258d35b0ac00e45587941);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0f8cc6d51a5896c1e06d6d07512b17d0.bindPopup(popup_2a7c4ae23a244958cfa135d2d72cfe96)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1fc8ce2b86df3f510515985278120de6 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_0cdb3745e3f1f783c1d13ad486236546 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_98c7ba129642cbdd22fb28b9c9e5e583 = $(`&lt;div id=&quot;html_98c7ba129642cbdd22fb28b9c9e5e583&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 70.1&lt;/div&gt;`)[0];\n",
              "                popup_0cdb3745e3f1f783c1d13ad486236546.setContent(html_98c7ba129642cbdd22fb28b9c9e5e583);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1fc8ce2b86df3f510515985278120de6.bindPopup(popup_0cdb3745e3f1f783c1d13ad486236546)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e14442447bccd5244bea288a8cd1790 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_76825c7d683b2516765704f05fe41fff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8b81fd95707cba8236829299f24cc072 = $(`&lt;div id=&quot;html_8b81fd95707cba8236829299f24cc072&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 401.11&lt;/div&gt;`)[0];\n",
              "                popup_76825c7d683b2516765704f05fe41fff.setContent(html_8b81fd95707cba8236829299f24cc072);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e14442447bccd5244bea288a8cd1790.bindPopup(popup_76825c7d683b2516765704f05fe41fff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b1c69a4d932ea9130beb9deb79726f1c = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_40bb3e51eadd8b573dde0149d2bf2c5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a5186a2ce4c19e679ce54ef74e41a7c1 = $(`&lt;div id=&quot;html_a5186a2ce4c19e679ce54ef74e41a7c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_40bb3e51eadd8b573dde0149d2bf2c5a.setContent(html_a5186a2ce4c19e679ce54ef74e41a7c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b1c69a4d932ea9130beb9deb79726f1c.bindPopup(popup_40bb3e51eadd8b573dde0149d2bf2c5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e0487bca0f161de8bf8c903c26ba4db5 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_63995d63c4cbd9168198c651aee118cb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a666e871ec71ecbc8cc2d103c22fbb0 = $(`&lt;div id=&quot;html_1a666e871ec71ecbc8cc2d103c22fbb0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 75.67&lt;/div&gt;`)[0];\n",
              "                popup_63995d63c4cbd9168198c651aee118cb.setContent(html_1a666e871ec71ecbc8cc2d103c22fbb0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e0487bca0f161de8bf8c903c26ba4db5.bindPopup(popup_63995d63c4cbd9168198c651aee118cb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ac93d5497c63bbc5ddd3b2a574fbafc2 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_9e2ab6fd9298c585a82893847594e39c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5aa2fd6b5ff1ac44a431593e2d7144d3 = $(`&lt;div id=&quot;html_5aa2fd6b5ff1ac44a431593e2d7144d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_9e2ab6fd9298c585a82893847594e39c.setContent(html_5aa2fd6b5ff1ac44a431593e2d7144d3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ac93d5497c63bbc5ddd3b2a574fbafc2.bindPopup(popup_9e2ab6fd9298c585a82893847594e39c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_be76701f27d092d9310be88ae00a507a = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_079c0545fa22d3af371ce6dc636dee21 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a46333563d4823fd16a388c20d21c2e = $(`&lt;div id=&quot;html_5a46333563d4823fd16a388c20d21c2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 326.4&lt;/div&gt;`)[0];\n",
              "                popup_079c0545fa22d3af371ce6dc636dee21.setContent(html_5a46333563d4823fd16a388c20d21c2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be76701f27d092d9310be88ae00a507a.bindPopup(popup_079c0545fa22d3af371ce6dc636dee21)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4a888b71c75b54102eefc59d07ad757e = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eff700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eff700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_4141af0918f59949ae37fce608603386 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_32dc325323cdd4033ebd147dc7d8c398 = $(`&lt;div id=&quot;html_32dc325323cdd4033ebd147dc7d8c398&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 46.75&lt;/div&gt;`)[0];\n",
              "                popup_4141af0918f59949ae37fce608603386.setContent(html_32dc325323cdd4033ebd147dc7d8c398);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4a888b71c75b54102eefc59d07ad757e.bindPopup(popup_4141af0918f59949ae37fce608603386)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_05982cc07b6e2a378a7da01ff7ae3fef = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_efc6f637b6711e33630fc96969773903 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_033cbe63f6e3e86f5fdb52e2a4664bcb = $(`&lt;div id=&quot;html_033cbe63f6e3e86f5fdb52e2a4664bcb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 356.57&lt;/div&gt;`)[0];\n",
              "                popup_efc6f637b6711e33630fc96969773903.setContent(html_033cbe63f6e3e86f5fdb52e2a4664bcb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_05982cc07b6e2a378a7da01ff7ae3fef.bindPopup(popup_efc6f637b6711e33630fc96969773903)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8ce7be4463253cd63cd1901bc1c6d88d = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_0ec4fdd1b96b794d59f44f12ffd7c59c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d7334e0e7e0f41d50f6776749667e3e7 = $(`&lt;div id=&quot;html_d7334e0e7e0f41d50f6776749667e3e7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 283.06&lt;/div&gt;`)[0];\n",
              "                popup_0ec4fdd1b96b794d59f44f12ffd7c59c.setContent(html_d7334e0e7e0f41d50f6776749667e3e7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8ce7be4463253cd63cd1901bc1c6d88d.bindPopup(popup_0ec4fdd1b96b794d59f44f12ffd7c59c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5005ef4bae725e9d60110e9d7ff3adc4 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_c11be170d713c2e4b6df92a80e5118f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_41bf5051dc00eb559a70b1e516ad0a4c = $(`&lt;div id=&quot;html_41bf5051dc00eb559a70b1e516ad0a4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 538.34&lt;/div&gt;`)[0];\n",
              "                popup_c11be170d713c2e4b6df92a80e5118f5.setContent(html_41bf5051dc00eb559a70b1e516ad0a4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5005ef4bae725e9d60110e9d7ff3adc4.bindPopup(popup_c11be170d713c2e4b6df92a80e5118f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_354ca53a8d3dd272b5f6b42bfc481905 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_4587db040515666f92068f8c47c28376 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dbb4e64e7e90fa464cb40563edb7a45a = $(`&lt;div id=&quot;html_dbb4e64e7e90fa464cb40563edb7a45a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 10.81&lt;/div&gt;`)[0];\n",
              "                popup_4587db040515666f92068f8c47c28376.setContent(html_dbb4e64e7e90fa464cb40563edb7a45a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_354ca53a8d3dd272b5f6b42bfc481905.bindPopup(popup_4587db040515666f92068f8c47c28376)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e48d1cd7434d0225bca25fc730e5d132 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_f9313927db2ba53be7e8a0da2ed17e68 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a342015b4fbc0702fc368674f38d50db = $(`&lt;div id=&quot;html_a342015b4fbc0702fc368674f38d50db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 52.35&lt;/div&gt;`)[0];\n",
              "                popup_f9313927db2ba53be7e8a0da2ed17e68.setContent(html_a342015b4fbc0702fc368674f38d50db);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e48d1cd7434d0225bca25fc730e5d132.bindPopup(popup_f9313927db2ba53be7e8a0da2ed17e68)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3a1873a5d717a25a6945dcc522298f90 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_35733dc65d6b37c48f0764aa0bd28c88 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cdb2d2ec81a1e1606e6b881e194a195a = $(`&lt;div id=&quot;html_cdb2d2ec81a1e1606e6b881e194a195a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 52.35&lt;/div&gt;`)[0];\n",
              "                popup_35733dc65d6b37c48f0764aa0bd28c88.setContent(html_cdb2d2ec81a1e1606e6b881e194a195a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3a1873a5d717a25a6945dcc522298f90.bindPopup(popup_35733dc65d6b37c48f0764aa0bd28c88)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8ee7afd04447ef58fa38ec7d8febf3c4 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_91701799c3beae5146f45fa82318d872 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_46a4b88fc5af9e121540e0cdae92a3c1 = $(`&lt;div id=&quot;html_46a4b88fc5af9e121540e0cdae92a3c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 364.13&lt;/div&gt;`)[0];\n",
              "                popup_91701799c3beae5146f45fa82318d872.setContent(html_46a4b88fc5af9e121540e0cdae92a3c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8ee7afd04447ef58fa38ec7d8febf3c4.bindPopup(popup_91701799c3beae5146f45fa82318d872)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d0c084a136850e6e387c7a1e813f4780 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_69734514aa930601e627df5571322092 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_898cfe23b0833be71c739973228dd034 = $(`&lt;div id=&quot;html_898cfe23b0833be71c739973228dd034&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 37.13&lt;/div&gt;`)[0];\n",
              "                popup_69734514aa930601e627df5571322092.setContent(html_898cfe23b0833be71c739973228dd034);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d0c084a136850e6e387c7a1e813f4780.bindPopup(popup_69734514aa930601e627df5571322092)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63392a647cbec85dda8f95c72579c7ca = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#148a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#148a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_9c47c16e123b32edda2d78b20bcb3ff1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_99f0fdb81e75f7e391fd3f9d9e87a041 = $(`&lt;div id=&quot;html_99f0fdb81e75f7e391fd3f9d9e87a041&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 3.95&lt;/div&gt;`)[0];\n",
              "                popup_9c47c16e123b32edda2d78b20bcb3ff1.setContent(html_99f0fdb81e75f7e391fd3f9d9e87a041);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63392a647cbec85dda8f95c72579c7ca.bindPopup(popup_9c47c16e123b32edda2d78b20bcb3ff1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ea7ee370c9f08a3da6c88d5343b9221e = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_59854cf916d601c2cfa1d42616dd2a0a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4de33251ffe57ffaf126eff560180000 = $(`&lt;div id=&quot;html_4de33251ffe57ffaf126eff560180000&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 245.8&lt;/div&gt;`)[0];\n",
              "                popup_59854cf916d601c2cfa1d42616dd2a0a.setContent(html_4de33251ffe57ffaf126eff560180000);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ea7ee370c9f08a3da6c88d5343b9221e.bindPopup(popup_59854cf916d601c2cfa1d42616dd2a0a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4c20caf8589a36e4f909a08a2b3245f3 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eff700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eff700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_1ceed97a50cf8e5be8953c7dd84c710c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a2659704870a5d5fac75febd61fe929 = $(`&lt;div id=&quot;html_9a2659704870a5d5fac75febd61fe929&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 46.75&lt;/div&gt;`)[0];\n",
              "                popup_1ceed97a50cf8e5be8953c7dd84c710c.setContent(html_9a2659704870a5d5fac75febd61fe929);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4c20caf8589a36e4f909a08a2b3245f3.bindPopup(popup_1ceed97a50cf8e5be8953c7dd84c710c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_81cc46b5f9cf097b72b07f12303eb4c8 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_f68fe0ebbdb35a0ef03c64ea5b0e858b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_16288a4ba9b80fc7dd0e23679877a6d5 = $(`&lt;div id=&quot;html_16288a4ba9b80fc7dd0e23679877a6d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 278.2&lt;/div&gt;`)[0];\n",
              "                popup_f68fe0ebbdb35a0ef03c64ea5b0e858b.setContent(html_16288a4ba9b80fc7dd0e23679877a6d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_81cc46b5f9cf097b72b07f12303eb4c8.bindPopup(popup_f68fe0ebbdb35a0ef03c64ea5b0e858b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5b049c3177c853228dcd9223cfee958a = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_29fe5fb424b7cde8a40a93a63fda0fb9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be5c1ba4103057534f0907a1dacee33b = $(`&lt;div id=&quot;html_be5c1ba4103057534f0907a1dacee33b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 278.2&lt;/div&gt;`)[0];\n",
              "                popup_29fe5fb424b7cde8a40a93a63fda0fb9.setContent(html_be5c1ba4103057534f0907a1dacee33b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b049c3177c853228dcd9223cfee958a.bindPopup(popup_29fe5fb424b7cde8a40a93a63fda0fb9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d8365c7c28f21d286b293741d46b26e8 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_154a7f83781854e625f1ddcb0304213e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72376f5795eee919b8b6c5d65b4164c3 = $(`&lt;div id=&quot;html_72376f5795eee919b8b6c5d65b4164c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 336.76&lt;/div&gt;`)[0];\n",
              "                popup_154a7f83781854e625f1ddcb0304213e.setContent(html_72376f5795eee919b8b6c5d65b4164c3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d8365c7c28f21d286b293741d46b26e8.bindPopup(popup_154a7f83781854e625f1ddcb0304213e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d4332c081f67ff1d19c8b493dd3943c = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_a7159883fd55d1d768f52962382d8f4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a45b536783b7f4797f524d742e852d30 = $(`&lt;div id=&quot;html_a45b536783b7f4797f524d742e852d30&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 160.05&lt;/div&gt;`)[0];\n",
              "                popup_a7159883fd55d1d768f52962382d8f4f.setContent(html_a45b536783b7f4797f524d742e852d30);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d4332c081f67ff1d19c8b493dd3943c.bindPopup(popup_a7159883fd55d1d768f52962382d8f4f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_25dbd86e502c29640bbddf0239895714 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1a5ecb0ff85dba47c4d27f85a586d329);\n",
              "        \n",
              "    \n",
              "        var popup_6a5a5f9ecff6515ce1a21d4b1417dbab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c398689ad224deba50f5ad6b3d4c7eb2 = $(`&lt;div id=&quot;html_c398689ad224deba50f5ad6b3d4c7eb2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 108.55&lt;/div&gt;`)[0];\n",
              "                popup_6a5a5f9ecff6515ce1a21d4b1417dbab.setContent(html_c398689ad224deba50f5ad6b3d4c7eb2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_25dbd86e502c29640bbddf0239895714.bindPopup(popup_6a5a5f9ecff6515ce1a21d4b1417dbab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "    var color_map_6450f41df3daebf3d494880501bdd7fb = {};\n",
              "\n",
              "    \n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.color = d3.scale.threshold()\n",
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              "    \n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.x = d3.scale.linear()\n",
              "              .domain([0.0, 100.0])\n",
              "              .range([0, 450 - 50]);\n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.legend = L.control({position: &#x27;topright&#x27;});\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.legend.addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.xAxis = d3.svg.axis()\n",
              "        .scale(color_map_6450f41df3daebf3d494880501bdd7fb.x)\n",
              "        .orient(&quot;top&quot;)\n",
              "        .tickSize(1)\n",
              "        .tickValues([0.0, 50.0, 100.0]);\n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
              "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
              "        .attr(&quot;width&quot;, 450)\n",
              "        .attr(&quot;height&quot;, 40);\n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.g = color_map_6450f41df3daebf3d494880501bdd7fb.svg.append(&quot;g&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
              "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.g.selectAll(&quot;rect&quot;)\n",
              "        .data(color_map_6450f41df3daebf3d494880501bdd7fb.color.range().map(function(d, i) {\n",
              "          return {\n",
              "            x0: i ? color_map_6450f41df3daebf3d494880501bdd7fb.x(color_map_6450f41df3daebf3d494880501bdd7fb.color.domain()[i - 1]) : color_map_6450f41df3daebf3d494880501bdd7fb.x.range()[0],\n",
              "            x1: i &lt; color_map_6450f41df3daebf3d494880501bdd7fb.color.domain().length ? color_map_6450f41df3daebf3d494880501bdd7fb.x(color_map_6450f41df3daebf3d494880501bdd7fb.color.domain()[i]) : color_map_6450f41df3daebf3d494880501bdd7fb.x.range()[1],\n",
              "            z: d\n",
              "          };\n",
              "        }))\n",
              "      .enter().append(&quot;rect&quot;)\n",
              "        .attr(&quot;height&quot;, 40 - 30)\n",
              "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
              "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
              "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
              "\n",
              "    color_map_6450f41df3daebf3d494880501bdd7fb.g.call(color_map_6450f41df3daebf3d494880501bdd7fb.xAxis).append(&quot;text&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
              "        .attr(&quot;y&quot;, 21)\n",
              "        .text(&quot;Incidence Rate&quot;);\n",
              "    \n",
              "            var layer_control_93f99793e257ee2be107096cc89ea152 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_85f73bae1a1d0a9b28e39896ad58418b,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;2007-01-01&quot; : feature_group_eb4d525988cee97c5fd702a569cab13b,\n",
              "                    &quot;2008-01-01&quot; : feature_group_4c74461511883574ae552f0dc99798cf,\n",
              "                    &quot;2009-01-01&quot; : feature_group_2c1f0f478d7d97f0be54dc88f91237a0,\n",
              "                    &quot;2010-01-01&quot; : feature_group_88ea0428c7a4fe631511d89b7968ba1e,\n",
              "                    &quot;2011-01-01&quot; : feature_group_c522b5034448726370be30d6544307ed,\n",
              "                    &quot;2012-01-01&quot; : feature_group_03294ee87f265c9c1f49c5a6d2f51190,\n",
              "                    &quot;2013-01-01&quot; : feature_group_77096269ff38a6ea1968a030ad53ac65,\n",
              "                    &quot;2014-01-01&quot; : feature_group_4403efb4f49ecc639534cc89f13e5762,\n",
              "                    &quot;2015-01-01&quot; : feature_group_78cfa1edc1ec0664e6ea4b51c7748d2a,\n",
              "                    &quot;2016-01-01&quot; : feature_group_d81da7f1376c0e0e8d9620649cc9ea44,\n",
              "                    &quot;2017-01-01&quot; : feature_group_1a5ecb0ff85dba47c4d27f85a586d329,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_93f99793e257ee2be107096cc89ea152.base_layers,\n",
              "                layer_control_93f99793e257ee2be107096cc89ea152.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_8e370da501e82c57d32af989da61deab);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ],
      "source": [
        "#creating an interactive map to show us the incidence rates across the years\n",
        "import folium\n",
        "from branca.colormap import LinearColormap\n",
        "# Create an interactive map using sorted_merged_gdf\n",
        "m = folium.Map(location=[0, 0], zoom_start=2)\n",
        "\n",
        "# Define a color scale for incidence rates\n",
        "color_scale = LinearColormap(['green', 'yellow', 'red'], vmin=0, vmax=100)\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Create a feature group for each year\n",
        "    year_group = folium.FeatureGroup(name=str(year))\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        popup_html = f\"Country: {row['Country Name_right']}<br>Year: {row['Year']}<br>Incidence: {row['Incidence of malaria (per 1,000 population at risk)']}\"\n",
        "        color = color_scale(row['Incidence of malaria (per 1,000 population at risk)'])\n",
        "        folium.CircleMarker(\n",
        "            location=[row['latitude'], row['longitude']],\n",
        "            radius=5,\n",
        "            color=color,\n",
        "            fill=True,\n",
        "            fill_color=color,\n",
        "            fill_opacity=0.7,\n",
        "            popup=folium.Popup(html=popup_html),\n",
        "        ).add_to(year_group)\n",
        "\n",
        "    # Add the feature group to the map\n",
        "    year_group.add_to(m)\n",
        "\n",
        "# Add the color scale to the map\n",
        "color_scale.caption = 'Incidence Rate'\n",
        "m.add_child(color_scale)\n",
        "\n",
        "# Add a layer control to the map\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "# Save the interactive map to an HTML file\n",
        "m.save('interactive_map.html')\n",
        "\n",
        "# Display the map in the notebook\n",
        "m"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 908
        },
        "id": "r8ZrFVy1tvUh",
        "outputId": "c2a93a99-a4b1-4da4-8ec2-70b926460135"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#Let us\n",
        "# Plot malaria incidence over the years for each country\n",
        "plt.figure(figsize=(10, 6))\n",
        "for country, data in sorted_merged_gdf.groupby('Country Name_right'):\n",
        "    plt.plot(data['Year'], data['Incidence of malaria (per 1,000 population at risk)'], label=country)\n",
        "\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Malaria Incidence')\n",
        "plt.title('Malaria Incidence Over Years by Country')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "B6maSZAgpGnw",
        "outputId": "678efbbc-381e-48b4-9ed4-ff7a15bf8a1c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-25-9b58bdc87469>:14: UserWarning:\n",
            "\n",
            "Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "\n",
        "# Creating a grouped bar chart\n",
        "plt.figure(figsize=(12, 6))\n",
        "\n",
        "# Group by 'Year' and 'Country ID' and calculate the sum of malaria incidence\n",
        "grouped_data = sorted_merged_gdf.groupby(['Year', 'Country Name_right'])['Incidence of malaria (per 1,000 population at risk)'].sum().unstack()\n",
        "\n",
        "# Plot the grouped bar chart\n",
        "grouped_data.plot(kind='bar', stacked=True, colormap='tab20')\n",
        "\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Malaria Incidence')\n",
        "plt.title('Malaria Incidence Among Countries by Year')\n",
        "plt.legend(title='Country Name_right', bbox_to_anchor=(1, 1))\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 492
        },
        "id": "W76qqjZHrWxu",
        "outputId": "6de0b0a4-6748-48c3-88ba-4bcfa3d42c72"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-26-9b4888a9b8b2>:31: UserWarning:\n",
            "\n",
            "Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 5000x1500 with 40 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "# Creating small multiples grid to make visualization more clearer (Temporal Trend)\n",
        "import math\n",
        "\n",
        "# Determine the number of rows and columns for the small multiples grid\n",
        "num_countries = len(sorted_merged_gdf['Country Name_right'].unique())\n",
        "num_cols = 3  # Set the number of columns\n",
        "num_rows = math.ceil(num_countries / num_cols)\n",
        "\n",
        "# Create a grid of subplots for small multiple line plots\n",
        "fig, axes = plt.subplots(num_rows, num_cols, figsize=(50, 15))\n",
        "\n",
        "# Flatten the axes array for easy iteration\n",
        "axes = axes.flatten()\n",
        "\n",
        "# Iterate through unique countries and create line plots for each\n",
        "for i, (country, data) in enumerate(sorted_merged_gdf.groupby('Country Name_right')):\n",
        "    ax = axes[i]\n",
        "    ax.plot(data['Year'], data['Incidence of malaria (per 1,000 population at risk)'])\n",
        "    ax.set_title(country)\n",
        "    ax.set_xlabel('Year')\n",
        "    ax.set_ylabel('Malaria Incidence')\n",
        "    ax.grid(True)\n",
        "    ax.set_xticks(data['Year'])\n",
        "    ax.tick_params(axis='x', rotation=45)\n",
        "\n",
        "# Hide any empty subplots\n",
        "for i in range(num_countries, num_cols * num_rows):\n",
        "    fig.delaxes(axes[i])\n",
        "\n",
        "# Adjust layout\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763
        },
        "id": "yhfqsNbTMfY5",
        "outputId": "f50addc2-930c-4ff8-feb9-a637b76f92e0"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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            ],
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              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_41d73155ecd0fe0f33b15c495a3f1494 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var feature_group_23281a12362ba825cac1dec81fa50171 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_c7ebd46ff1f6e5c70baf9cbeef79bf04 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_690ac92eb0a6d0d016f369044f89652d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a26ab058d08389b15cf1492ca9a1a93f = $(`&lt;div id=&quot;html_a26ab058d08389b15cf1492ca9a1a93f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.01&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_690ac92eb0a6d0d016f369044f89652d.setContent(html_a26ab058d08389b15cf1492ca9a1a93f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c7ebd46ff1f6e5c70baf9cbeef79bf04.bindPopup(popup_690ac92eb0a6d0d016f369044f89652d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_32c10c19f7590cc85d50474c62569b3c = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_82145f888fafa88f10fa04364a1cc09a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_42b8b5327f21466d22b8d48182ddfa12 = $(`&lt;div id=&quot;html_42b8b5327f21466d22b8d48182ddfa12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 286.72&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_82145f888fafa88f10fa04364a1cc09a.setContent(html_42b8b5327f21466d22b8d48182ddfa12);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_32c10c19f7590cc85d50474c62569b3c.bindPopup(popup_82145f888fafa88f10fa04364a1cc09a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_822ba13ddba6aeb4bd6da8835ecc5bac = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_ee5b49629b51cb5a51200405edd6d25d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8dd16d24c8f27b7455ec6c2fef20ed7a = $(`&lt;div id=&quot;html_8dd16d24c8f27b7455ec6c2fef20ed7a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 480.24&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ee5b49629b51cb5a51200405edd6d25d.setContent(html_8dd16d24c8f27b7455ec6c2fef20ed7a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_822ba13ddba6aeb4bd6da8835ecc5bac.bindPopup(popup_ee5b49629b51cb5a51200405edd6d25d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_97a0489cf8380f5c1be5a84e3a04f576 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#058300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#058300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_148f7e58d44b5c49c5ed2fe2c143c4bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c85093ae135e52c31e58be4584928497 = $(`&lt;div id=&quot;html_c85093ae135e52c31e58be4584928497&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 1.03&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_148f7e58d44b5c49c5ed2fe2c143c4bd.setContent(html_c85093ae135e52c31e58be4584928497);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_97a0489cf8380f5c1be5a84e3a04f576.bindPopup(popup_148f7e58d44b5c49c5ed2fe2c143c4bd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_049a612aff27f7846c2923e02173e105 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_54d22536b3f1460ec0ac0741aa036f38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1331636a2e752e19f7e621be19973bc = $(`&lt;div id=&quot;html_c1331636a2e752e19f7e621be19973bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 503.8&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_54d22536b3f1460ec0ac0741aa036f38.setContent(html_c1331636a2e752e19f7e621be19973bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_049a612aff27f7846c2923e02173e105.bindPopup(popup_54d22536b3f1460ec0ac0741aa036f38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af261d2951a1b7bbf6434a4a84d58444 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_ebe457f8b1d31aefd436a83d611338c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c54faccaacf01b34e8de48158267c97f = $(`&lt;div id=&quot;html_c54faccaacf01b34e8de48158267c97f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 222.92&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ebe457f8b1d31aefd436a83d611338c2.setContent(html_c54faccaacf01b34e8de48158267c97f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af261d2951a1b7bbf6434a4a84d58444.bindPopup(popup_ebe457f8b1d31aefd436a83d611338c2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d04b4004080920a182e1fb2e14e39fc7 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_287b8d0297018a94e5dd7766b1c40315 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3a2f500b305b9867f698295d50deac1 = $(`&lt;div id=&quot;html_d3a2f500b305b9867f698295d50deac1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 386.68&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_287b8d0297018a94e5dd7766b1c40315.setContent(html_d3a2f500b305b9867f698295d50deac1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d04b4004080920a182e1fb2e14e39fc7.bindPopup(popup_287b8d0297018a94e5dd7766b1c40315)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f8209be3c014bc649fd5f03d59c6fbf7 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_f7c69f78cf6fbeb31b2d0a3a90eb603d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8560819bf75b3931f836b6dbd1648b92 = $(`&lt;div id=&quot;html_8560819bf75b3931f836b6dbd1648b92&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 471.11&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f7c69f78cf6fbeb31b2d0a3a90eb603d.setContent(html_8560819bf75b3931f836b6dbd1648b92);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f8209be3c014bc649fd5f03d59c6fbf7.bindPopup(popup_f7c69f78cf6fbeb31b2d0a3a90eb603d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c156f899d58f0fa4e99d08f7e67a3b05 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_a216104ff9c07eedf025b1911d8a7690 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f094248de3f443f5c1c50b9dcf58fd98 = $(`&lt;div id=&quot;html_f094248de3f443f5c1c50b9dcf58fd98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 210.71&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a216104ff9c07eedf025b1911d8a7690.setContent(html_f094248de3f443f5c1c50b9dcf58fd98);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c156f899d58f0fa4e99d08f7e67a3b05.bindPopup(popup_a216104ff9c07eedf025b1911d8a7690)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_59f1cfa4ce34b2df5abefefa43cc6016 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#138a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#138a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_eb6637878d7261a3446d07376b7b5366 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_71c4c244772270280635f1c58fc05fa4 = $(`&lt;div id=&quot;html_71c4c244772270280635f1c58fc05fa4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 3.84&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_eb6637878d7261a3446d07376b7b5366.setContent(html_71c4c244772270280635f1c58fc05fa4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_59f1cfa4ce34b2df5abefefa43cc6016.bindPopup(popup_eb6637878d7261a3446d07376b7b5366)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a430a88d543c6a0a2c5c41cb29dc5a2e = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_75cee8f6c5ce98e57a7176cb73dd786f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e37a321d623b76ea3b9b51814cd3ec6f = $(`&lt;div id=&quot;html_e37a321d623b76ea3b9b51814cd3ec6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 398.15&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_75cee8f6c5ce98e57a7176cb73dd786f.setContent(html_e37a321d623b76ea3b9b51814cd3ec6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a430a88d543c6a0a2c5c41cb29dc5a2e.bindPopup(popup_75cee8f6c5ce98e57a7176cb73dd786f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_353985eaa9ad651456626e8b60fc2f5e = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_4fdede812fd100c65cb060e41d3e534b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d5b464a9587b29a37398147d58bb68f6 = $(`&lt;div id=&quot;html_d5b464a9587b29a37398147d58bb68f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.29&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_4fdede812fd100c65cb060e41d3e534b.setContent(html_d5b464a9587b29a37398147d58bb68f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_353985eaa9ad651456626e8b60fc2f5e.bindPopup(popup_4fdede812fd100c65cb060e41d3e534b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ac767078e70601bbf10d2be9c28ef25d = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_37e52a46c0c442605a2c341af0edd9ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_753b15cb9cd442c343ba22ff33446fab = $(`&lt;div id=&quot;html_753b15cb9cd442c343ba22ff33446fab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 110.66&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_37e52a46c0c442605a2c341af0edd9ca.setContent(html_753b15cb9cd442c343ba22ff33446fab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ac767078e70601bbf10d2be9c28ef25d.bindPopup(popup_37e52a46c0c442605a2c341af0edd9ca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2ebe4ba81336e06acc07f45e237675ef = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_04872c84f823ff708984fb67623b46d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2eb5f8e5182f2b5e0cdefe0b7cf2749a = $(`&lt;div id=&quot;html_2eb5f8e5182f2b5e0cdefe0b7cf2749a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 322.33&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_04872c84f823ff708984fb67623b46d1.setContent(html_2eb5f8e5182f2b5e0cdefe0b7cf2749a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2ebe4ba81336e06acc07f45e237675ef.bindPopup(popup_04872c84f823ff708984fb67623b46d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a30f818c2198b93e089bfbfd7482e05e = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_1e11ca237a7697d54f1282758d875767 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_672c6a1b304478f2cbfc784e6cfda484 = $(`&lt;div id=&quot;html_672c6a1b304478f2cbfc784e6cfda484&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 343.69&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1e11ca237a7697d54f1282758d875767.setContent(html_672c6a1b304478f2cbfc784e6cfda484);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a30f818c2198b93e089bfbfd7482e05e.bindPopup(popup_1e11ca237a7697d54f1282758d875767)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_732c461142ee9d6fc5ec01ba263a545b = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_abfe93c5aa548e38c9a8bcdbd6998e2f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dae0ba635c4b3c57f6e2454f66d97c75 = $(`&lt;div id=&quot;html_dae0ba635c4b3c57f6e2454f66d97c75&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 72.81&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_abfe93c5aa548e38c9a8bcdbd6998e2f.setContent(html_dae0ba635c4b3c57f6e2454f66d97c75);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_732c461142ee9d6fc5ec01ba263a545b.bindPopup(popup_abfe93c5aa548e38c9a8bcdbd6998e2f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d9039b5fe865c60764daa4fc1a8988f = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_7c0ea93bb5bdc059da4673253bfe7900 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e8585965fea3ed9743e766da0fe88d42 = $(`&lt;div id=&quot;html_e8585965fea3ed9743e766da0fe88d42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 78.02&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7c0ea93bb5bdc059da4673253bfe7900.setContent(html_e8585965fea3ed9743e766da0fe88d42);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d9039b5fe865c60764daa4fc1a8988f.bindPopup(popup_7c0ea93bb5bdc059da4673253bfe7900)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5c3d35bd31690fccc03881b29726eca = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_b14794725e6d2445fd8c382f802283f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19a29e08b7864b6dfe32205f6a35f5fb = $(`&lt;div id=&quot;html_19a29e08b7864b6dfe32205f6a35f5fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 78.02&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b14794725e6d2445fd8c382f802283f1.setContent(html_19a29e08b7864b6dfe32205f6a35f5fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5c3d35bd31690fccc03881b29726eca.bindPopup(popup_b14794725e6d2445fd8c382f802283f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e215829087fde0accfe1d1b60b3ddf08 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_5933d1e998f04dc624d74a4afc1f77d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1744fb75a5aad7e67dd2b1ca71afdce0 = $(`&lt;div id=&quot;html_1744fb75a5aad7e67dd2b1ca71afdce0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 383.18&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5933d1e998f04dc624d74a4afc1f77d1.setContent(html_1744fb75a5aad7e67dd2b1ca71afdce0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e215829087fde0accfe1d1b60b3ddf08.bindPopup(popup_5933d1e998f04dc624d74a4afc1f77d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_30e0e2ab53b6117c0d204f52f6b69875 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_67b897a39279236a1ee7296fa3792e6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b51fe280a419ca3f5c5713f705549ebb = $(`&lt;div id=&quot;html_b51fe280a419ca3f5c5713f705549ebb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_67b897a39279236a1ee7296fa3792e6a.setContent(html_b51fe280a419ca3f5c5713f705549ebb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30e0e2ab53b6117c0d204f52f6b69875.bindPopup(popup_67b897a39279236a1ee7296fa3792e6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1a278e68c5a388fa65274abd9ab1fb35 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#74ba00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#74ba00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_c3fdf49b399eed776bce3af439ae5a12 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_81e59f9a26e608dcaccf90e21de8896a = $(`&lt;div id=&quot;html_81e59f9a26e608dcaccf90e21de8896a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 22.78&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_c3fdf49b399eed776bce3af439ae5a12.setContent(html_81e59f9a26e608dcaccf90e21de8896a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1a278e68c5a388fa65274abd9ab1fb35.bindPopup(popup_c3fdf49b399eed776bce3af439ae5a12)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_86463b9050e2f01223350353e453d658 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_44d14d8079ccfce92fd8e96cc090fe7c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_00a52b6b12561c6e5d89ce126f93fbbe = $(`&lt;div id=&quot;html_00a52b6b12561c6e5d89ce126f93fbbe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_44d14d8079ccfce92fd8e96cc090fe7c.setContent(html_00a52b6b12561c6e5d89ce126f93fbbe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_86463b9050e2f01223350353e453d658.bindPopup(popup_44d14d8079ccfce92fd8e96cc090fe7c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f7a604e47212f32c8b0ca2b1a41d4ed9 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_8dd036a7263a67cc53a966df0dd88b46 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cc5de1fd18847120b3a2b5f0f99989a1 = $(`&lt;div id=&quot;html_cc5de1fd18847120b3a2b5f0f99989a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 399.45&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8dd036a7263a67cc53a966df0dd88b46.setContent(html_cc5de1fd18847120b3a2b5f0f99989a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f7a604e47212f32c8b0ca2b1a41d4ed9.bindPopup(popup_8dd036a7263a67cc53a966df0dd88b46)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_593cca36974860425efc48d15f3fc959 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#42a100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#42a100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_15c564926db160535aab27793ca9967f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b7718234af40e3f6039e1138aa01e26 = $(`&lt;div id=&quot;html_6b7718234af40e3f6039e1138aa01e26&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 12.97&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_15c564926db160535aab27793ca9967f.setContent(html_6b7718234af40e3f6039e1138aa01e26);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_593cca36974860425efc48d15f3fc959.bindPopup(popup_15c564926db160535aab27793ca9967f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d86c6e143c605a62dfd67ef3a74fd7cf = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_2b06c8c2980cefa10d6b2c6ee99e2056 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c65696740aede737f137a87ce2228aff = $(`&lt;div id=&quot;html_c65696740aede737f137a87ce2228aff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 386.68&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_2b06c8c2980cefa10d6b2c6ee99e2056.setContent(html_c65696740aede737f137a87ce2228aff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d86c6e143c605a62dfd67ef3a74fd7cf.bindPopup(popup_2b06c8c2980cefa10d6b2c6ee99e2056)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cc8a67883402dcc097e30dfe04ae63a4 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_606257aef784b947c78c29beb11613f3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e6ced17961cfdfe47b2d3c4e6b71aec = $(`&lt;div id=&quot;html_5e6ced17961cfdfe47b2d3c4e6b71aec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 421.33&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_606257aef784b947c78c29beb11613f3.setContent(html_5e6ced17961cfdfe47b2d3c4e6b71aec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cc8a67883402dcc097e30dfe04ae63a4.bindPopup(popup_606257aef784b947c78c29beb11613f3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8708fa0ffe507e92200ecff03ed1a3fe = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_a31fbabe69c3439c2d1296716da363fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eb312422dc11193335471a43dabb287f = $(`&lt;div id=&quot;html_eb312422dc11193335471a43dabb287f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 90.64&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a31fbabe69c3439c2d1296716da363fb.setContent(html_eb312422dc11193335471a43dabb287f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8708fa0ffe507e92200ecff03ed1a3fe.bindPopup(popup_a31fbabe69c3439c2d1296716da363fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4cd4765da95674dc377ed61f8a71275f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4aa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4aa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_8bdbfebfc6638110bad0247cd0b5ddf1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ce1ca831921653e128f2d6e4404e61f = $(`&lt;div id=&quot;html_9ce1ca831921653e128f2d6e4404e61f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 14.56&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8bdbfebfc6638110bad0247cd0b5ddf1.setContent(html_9ce1ca831921653e128f2d6e4404e61f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4cd4765da95674dc377ed61f8a71275f.bindPopup(popup_8bdbfebfc6638110bad0247cd0b5ddf1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3bc85220b377f61ad940e3f92fa10949 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_a6fffe9fcd91a3d9d54cdf05f6720f83 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed12a875295a4a28bf8ac1d84fa94849 = $(`&lt;div id=&quot;html_ed12a875295a4a28bf8ac1d84fa94849&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 101.91&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a6fffe9fcd91a3d9d54cdf05f6720f83.setContent(html_ed12a875295a4a28bf8ac1d84fa94849);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3bc85220b377f61ad940e3f92fa10949.bindPopup(popup_a6fffe9fcd91a3d9d54cdf05f6720f83)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e99497b9e3097a87fc3d4f12dbedfb1a = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_0110d3b531a14d60325f07026559e0e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33e2a240a7eefd5587b9e2d7c37ce724 = $(`&lt;div id=&quot;html_33e2a240a7eefd5587b9e2d7c37ce724&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 101.91&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0110d3b531a14d60325f07026559e0e9.setContent(html_33e2a240a7eefd5587b9e2d7c37ce724);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e99497b9e3097a87fc3d4f12dbedfb1a.bindPopup(popup_0110d3b531a14d60325f07026559e0e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_faf41f417388f317f3c29ba4761aefa8 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_06dcc98a385a6b8791c4c9fcf381eafd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_961373e3f45bd39a89f81598b0b32314 = $(`&lt;div id=&quot;html_961373e3f45bd39a89f81598b0b32314&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 379.94&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_06dcc98a385a6b8791c4c9fcf381eafd.setContent(html_961373e3f45bd39a89f81598b0b32314);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_faf41f417388f317f3c29ba4761aefa8.bindPopup(popup_06dcc98a385a6b8791c4c9fcf381eafd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8845d88ec366cf4f1cdfbf53f000e1d3 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_c2328b7751073eea2ab5dd73161ac148 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_595b9390f4484a34f91bacd711cb67b8 = $(`&lt;div id=&quot;html_595b9390f4484a34f91bacd711cb67b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 100.56&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c2328b7751073eea2ab5dd73161ac148.setContent(html_595b9390f4484a34f91bacd711cb67b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8845d88ec366cf4f1cdfbf53f000e1d3.bindPopup(popup_c2328b7751073eea2ab5dd73161ac148)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d4b87d74cf1f9031df825738d232714 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#068300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#068300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_0fe3f2548cb7610c9e526137969d22d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20e31630c839e7e185ba7672f469e40f = $(`&lt;div id=&quot;html_20e31630c839e7e185ba7672f469e40f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 1.29&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0fe3f2548cb7610c9e526137969d22d3.setContent(html_20e31630c839e7e185ba7672f469e40f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d4b87d74cf1f9031df825738d232714.bindPopup(popup_0fe3f2548cb7610c9e526137969d22d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_681da96a8da9fa6ecb4328854895c353 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_b7c40efbb53cd6f2c63f9b53d30de2d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6593e69e91860c1eb1ddd5baea715b8f = $(`&lt;div id=&quot;html_6593e69e91860c1eb1ddd5baea715b8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 276.75&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b7c40efbb53cd6f2c63f9b53d30de2d8.setContent(html_6593e69e91860c1eb1ddd5baea715b8f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_681da96a8da9fa6ecb4328854895c353.bindPopup(popup_b7c40efbb53cd6f2c63f9b53d30de2d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bad5a080d4dff2e1238f87daab0d9501 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d2e900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d2e900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_b2636015e12d7cd2c8e40db290c2833c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_88eeec1b5c865b7c49ff275065583e6e = $(`&lt;div id=&quot;html_88eeec1b5c865b7c49ff275065583e6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 41.08&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b2636015e12d7cd2c8e40db290c2833c.setContent(html_88eeec1b5c865b7c49ff275065583e6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bad5a080d4dff2e1238f87daab0d9501.bindPopup(popup_b2636015e12d7cd2c8e40db290c2833c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d301afa3cafea299813cdaa4fc069afb = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_701f873fc03ea0b119db4fb75ca9469d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b72477132ada6a02a20664887939bc8 = $(`&lt;div id=&quot;html_1b72477132ada6a02a20664887939bc8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 434.49&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_701f873fc03ea0b119db4fb75ca9469d.setContent(html_1b72477132ada6a02a20664887939bc8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d301afa3cafea299813cdaa4fc069afb.bindPopup(popup_701f873fc03ea0b119db4fb75ca9469d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_10c966a803f50b2e51787e29e1c5189a = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_7cc9538b243211ec8a78bf8111f23e7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_37a2a9ceaa4e33e7e790c6b9dbaae4d5 = $(`&lt;div id=&quot;html_37a2a9ceaa4e33e7e790c6b9dbaae4d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 434.49&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7cc9538b243211ec8a78bf8111f23e7a.setContent(html_37a2a9ceaa4e33e7e790c6b9dbaae4d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_10c966a803f50b2e51787e29e1c5189a.bindPopup(popup_7cc9538b243211ec8a78bf8111f23e7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_76492493aabcc9ba824aff4500d13136 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_0a469f514bd24ce0831a7e8723d6021e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_151cd5c84d1f7b2af92eab436a52e4eb = $(`&lt;div id=&quot;html_151cd5c84d1f7b2af92eab436a52e4eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 377.94&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0a469f514bd24ce0831a7e8723d6021e.setContent(html_151cd5c84d1f7b2af92eab436a52e4eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_76492493aabcc9ba824aff4500d13136.bindPopup(popup_0a469f514bd24ce0831a7e8723d6021e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_efb3b4d6e8fe993fee38b20fb679d6bf = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_20638cba1a9512f7a320637edfe344b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a0cd0c9c7dd896fc8d489671f7bd4d1 = $(`&lt;div id=&quot;html_3a0cd0c9c7dd896fc8d489671f7bd4d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 195.74&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_20638cba1a9512f7a320637edfe344b7.setContent(html_3a0cd0c9c7dd896fc8d489671f7bd4d1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_efb3b4d6e8fe993fee38b20fb679d6bf.bindPopup(popup_20638cba1a9512f7a320637edfe344b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_65a677d5fc25f7838a1f496d077c6b51 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_23281a12362ba825cac1dec81fa50171);\n",
              "        \n",
              "    \n",
              "        var popup_997bd817895c6bcec9098efdbfa00d6c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_68c253c5167fcd1256ec50e49b1a0e46 = $(`&lt;div id=&quot;html_68c253c5167fcd1256ec50e49b1a0e46&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2007-01-01&lt;br&gt;Incidence: 175.12&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_997bd817895c6bcec9098efdbfa00d6c.setContent(html_68c253c5167fcd1256ec50e49b1a0e46);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_65a677d5fc25f7838a1f496d077c6b51.bindPopup(popup_997bd817895c6bcec9098efdbfa00d6c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_68b987dcc4db141eb27253f54f48c40a = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e57301443a39d2898a2fc0f93dab505d = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_7d3d0add321e81514b9e226cbcfda08e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_809cebdd9b9bda936ceac887c3384d97 = $(`&lt;div id=&quot;html_809cebdd9b9bda936ceac887c3384d97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_7d3d0add321e81514b9e226cbcfda08e.setContent(html_809cebdd9b9bda936ceac887c3384d97);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e57301443a39d2898a2fc0f93dab505d.bindPopup(popup_7d3d0add321e81514b9e226cbcfda08e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63e8dd3b8300f2505160118786d5227b = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_73710b00e18a01a12bcf05245c333c9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4436a3f52d1eae52008f89cdb54a4358 = $(`&lt;div id=&quot;html_4436a3f52d1eae52008f89cdb54a4358&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 241.19&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_73710b00e18a01a12bcf05245c333c9e.setContent(html_4436a3f52d1eae52008f89cdb54a4358);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63e8dd3b8300f2505160118786d5227b.bindPopup(popup_73710b00e18a01a12bcf05245c333c9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3af2962c2407238c5bcbe990cf53b9a7 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_ba720aa3d378d1f26c3d6b88581102be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e4f392674111b0b5f40bfe013560c94 = $(`&lt;div id=&quot;html_1e4f392674111b0b5f40bfe013560c94&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 453.17&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ba720aa3d378d1f26c3d6b88581102be.setContent(html_1e4f392674111b0b5f40bfe013560c94);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3af2962c2407238c5bcbe990cf53b9a7.bindPopup(popup_ba720aa3d378d1f26c3d6b88581102be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_505d01fbcc6738b3fa7b74a4f8cd27c5 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_dbac83fae98d40675929efd0ecae6e9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_62843ab17dfbaf4667079457d132cb02 = $(`&lt;div id=&quot;html_62843ab17dfbaf4667079457d132cb02&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 1.93&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_dbac83fae98d40675929efd0ecae6e9f.setContent(html_62843ab17dfbaf4667079457d132cb02);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_505d01fbcc6738b3fa7b74a4f8cd27c5.bindPopup(popup_dbac83fae98d40675929efd0ecae6e9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_724f99e0230a1f6017141568de78b23c = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_17d2df9d02a9ad8841f982ec01dc922e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0b733f03d1e65af062df623e69d3727 = $(`&lt;div id=&quot;html_a0b733f03d1e65af062df623e69d3727&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 533.39&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_17d2df9d02a9ad8841f982ec01dc922e.setContent(html_a0b733f03d1e65af062df623e69d3727);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_724f99e0230a1f6017141568de78b23c.bindPopup(popup_17d2df9d02a9ad8841f982ec01dc922e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06d7826729656ac03d653c9bd5622204 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_eb9b38203b9c8804b89fd0599d106ab8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6c7bbb692853fd84f27c0f43eef8326 = $(`&lt;div id=&quot;html_a6c7bbb692853fd84f27c0f43eef8326&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 222.77&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_eb9b38203b9c8804b89fd0599d106ab8.setContent(html_a6c7bbb692853fd84f27c0f43eef8326);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06d7826729656ac03d653c9bd5622204.bindPopup(popup_eb9b38203b9c8804b89fd0599d106ab8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_94eb7a054649968808d965ec8fcd5eed = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_110cc8082ceb4ee682cb1756d4ab4d39 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e7cc4a15228045ff091ed94bec33061 = $(`&lt;div id=&quot;html_0e7cc4a15228045ff091ed94bec33061&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 358.72&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_110cc8082ceb4ee682cb1756d4ab4d39.setContent(html_0e7cc4a15228045ff091ed94bec33061);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_94eb7a054649968808d965ec8fcd5eed.bindPopup(popup_110cc8082ceb4ee682cb1756d4ab4d39)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6d88a1fbc6e37b13eb4454eabe523671 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_6ff89f1fe3890a452c0b5101bef29775 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4764a215a13c4122761fa056c611457e = $(`&lt;div id=&quot;html_4764a215a13c4122761fa056c611457e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 461.79&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_6ff89f1fe3890a452c0b5101bef29775.setContent(html_4764a215a13c4122761fa056c611457e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6d88a1fbc6e37b13eb4454eabe523671.bindPopup(popup_6ff89f1fe3890a452c0b5101bef29775)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_14ec3cba93fa614dd4edf1f2f02e36a6 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_7786cbe60a30718484401d5e1d163803 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4307139c5828f749ee341a127651125b = $(`&lt;div id=&quot;html_4307139c5828f749ee341a127651125b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 215.1&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7786cbe60a30718484401d5e1d163803.setContent(html_4307139c5828f749ee341a127651125b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_14ec3cba93fa614dd4edf1f2f02e36a6.bindPopup(popup_7786cbe60a30718484401d5e1d163803)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd03ee4312174cca729eee1b83571aa4 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#138a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#138a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_b2a5a47eee2a9d90e67c98ece26a89b1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b3e0805756f6f3e387b639413f5993e = $(`&lt;div id=&quot;html_5b3e0805756f6f3e387b639413f5993e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 3.74&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b2a5a47eee2a9d90e67c98ece26a89b1.setContent(html_5b3e0805756f6f3e387b639413f5993e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd03ee4312174cca729eee1b83571aa4.bindPopup(popup_b2a5a47eee2a9d90e67c98ece26a89b1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dec99f13f6ebe356c68ce5cdbd10a2d0 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_11075b21e05891a373917dd9aff18775 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e28761bbe5171d6f6cf97f529ec8304 = $(`&lt;div id=&quot;html_3e28761bbe5171d6f6cf97f529ec8304&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 378.24&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_11075b21e05891a373917dd9aff18775.setContent(html_3e28761bbe5171d6f6cf97f529ec8304);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dec99f13f6ebe356c68ce5cdbd10a2d0.bindPopup(popup_11075b21e05891a373917dd9aff18775)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e1880a5661424bab386ab86fc7e8822 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_4f3f774b5ea6c983cf35b8b74357d3d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad91100cad7e64d32b3a1e7c6141c2ec = $(`&lt;div id=&quot;html_ad91100cad7e64d32b3a1e7c6141c2ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.2&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_4f3f774b5ea6c983cf35b8b74357d3d2.setContent(html_ad91100cad7e64d32b3a1e7c6141c2ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e1880a5661424bab386ab86fc7e8822.bindPopup(popup_4f3f774b5ea6c983cf35b8b74357d3d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_56c7d1408da6b2591750671d4486350f = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_51d77a70b053316d7883e3ceb4b460f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dce7345557626363487810131098e7b7 = $(`&lt;div id=&quot;html_dce7345557626363487810131098e7b7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 118.87&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_51d77a70b053316d7883e3ceb4b460f5.setContent(html_dce7345557626363487810131098e7b7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_56c7d1408da6b2591750671d4486350f.bindPopup(popup_51d77a70b053316d7883e3ceb4b460f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e46d0def0a643e0cefc55bd4cbf93b34 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_196d7e4655a8c1e42f81b3e0e9a76a5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f63055408a5c36cd983bd0c6167b30fe = $(`&lt;div id=&quot;html_f63055408a5c36cd983bd0c6167b30fe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 333.72&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_196d7e4655a8c1e42f81b3e0e9a76a5a.setContent(html_f63055408a5c36cd983bd0c6167b30fe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e46d0def0a643e0cefc55bd4cbf93b34.bindPopup(popup_196d7e4655a8c1e42f81b3e0e9a76a5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4485d7e47486708381e344087b9cd666 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_239610186beaf4ba040da525108ad67f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e51f715b0bf55e2b99254b3170eae6f = $(`&lt;div id=&quot;html_2e51f715b0bf55e2b99254b3170eae6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 370.17&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_239610186beaf4ba040da525108ad67f.setContent(html_2e51f715b0bf55e2b99254b3170eae6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4485d7e47486708381e344087b9cd666.bindPopup(popup_239610186beaf4ba040da525108ad67f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7cf16b5e5db4839c62ea8d9bb5cff4f4 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_2c944dbc52a27eff1aa70892c761b455 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d6459b4652d37b66a38e09995e86efec = $(`&lt;div id=&quot;html_d6459b4652d37b66a38e09995e86efec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 89.02&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2c944dbc52a27eff1aa70892c761b455.setContent(html_d6459b4652d37b66a38e09995e86efec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7cf16b5e5db4839c62ea8d9bb5cff4f4.bindPopup(popup_2c944dbc52a27eff1aa70892c761b455)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1accc6d9bb3e73471efdad6e3bd8d16f = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_97d14da089688baf120cf4f6ef6f786a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c7237983eb4876e44a13ef6a1fcf1569 = $(`&lt;div id=&quot;html_c7237983eb4876e44a13ef6a1fcf1569&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 67.68&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_97d14da089688baf120cf4f6ef6f786a.setContent(html_c7237983eb4876e44a13ef6a1fcf1569);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1accc6d9bb3e73471efdad6e3bd8d16f.bindPopup(popup_97d14da089688baf120cf4f6ef6f786a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_48056c3fdee6444a87c30653a3216c74 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_05bc95c7de74dd15d5fa0bd7c788273a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_184d6829f0875b6712973a44f7d52a47 = $(`&lt;div id=&quot;html_184d6829f0875b6712973a44f7d52a47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 67.68&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_05bc95c7de74dd15d5fa0bd7c788273a.setContent(html_184d6829f0875b6712973a44f7d52a47);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_48056c3fdee6444a87c30653a3216c74.bindPopup(popup_05bc95c7de74dd15d5fa0bd7c788273a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_28194848b334620c84023a125f7d410b = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_7475ef813eccf67f2061b3745490a03e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b304f476f8f24c01f329b9e67cf5bce = $(`&lt;div id=&quot;html_4b304f476f8f24c01f329b9e67cf5bce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 383.33&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7475ef813eccf67f2061b3745490a03e.setContent(html_4b304f476f8f24c01f329b9e67cf5bce);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_28194848b334620c84023a125f7d410b.bindPopup(popup_7475ef813eccf67f2061b3745490a03e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5f0267f8875dfc550bb3b8f6476445d = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_5978d2aef1b3fb5d179068d009384e39 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3043acfdf7f7cbdbc5ce68a821ace9b2 = $(`&lt;div id=&quot;html_3043acfdf7f7cbdbc5ce68a821ace9b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5978d2aef1b3fb5d179068d009384e39.setContent(html_3043acfdf7f7cbdbc5ce68a821ace9b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5f0267f8875dfc550bb3b8f6476445d.bindPopup(popup_5978d2aef1b3fb5d179068d009384e39)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8204f94434165558852197213bb77541 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#78bc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#78bc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_1cab664e7904b368f8151257148b90ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_718adea63b72325f4f33a28ddb954995 = $(`&lt;div id=&quot;html_718adea63b72325f4f33a28ddb954995&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 23.47&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1cab664e7904b368f8151257148b90ba.setContent(html_718adea63b72325f4f33a28ddb954995);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8204f94434165558852197213bb77541.bindPopup(popup_1cab664e7904b368f8151257148b90ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5c76944ff92cdfaa7a384bd3134bdbaa = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_6e979d3604e998dda69bedf788f2f7a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f590c101429f67d030dfb13890181b61 = $(`&lt;div id=&quot;html_f590c101429f67d030dfb13890181b61&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_6e979d3604e998dda69bedf788f2f7a0.setContent(html_f590c101429f67d030dfb13890181b61);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5c76944ff92cdfaa7a384bd3134bdbaa.bindPopup(popup_6e979d3604e998dda69bedf788f2f7a0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_918394e97b3d61ed35529b54c1676138 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_7488921898cd961436e08494127c0116 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ef59938b4c6581d6bf0db5b71e898ea = $(`&lt;div id=&quot;html_2ef59938b4c6581d6bf0db5b71e898ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 399.79&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7488921898cd961436e08494127c0116.setContent(html_2ef59938b4c6581d6bf0db5b71e898ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_918394e97b3d61ed35529b54c1676138.bindPopup(popup_7488921898cd961436e08494127c0116)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dc6d43eb38ddcd45b4957211fb5205e6 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#269300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#269300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_5f4dfc00a4e227199f08761c3d9f026b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ca52027b60f4f5d6a13d1385d4ddc13 = $(`&lt;div id=&quot;html_9ca52027b60f4f5d6a13d1385d4ddc13&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 7.46&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5f4dfc00a4e227199f08761c3d9f026b.setContent(html_9ca52027b60f4f5d6a13d1385d4ddc13);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dc6d43eb38ddcd45b4957211fb5205e6.bindPopup(popup_5f4dfc00a4e227199f08761c3d9f026b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9646451c9b92fa01dc14679242aaf0b4 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_a195f321abc4f36aa4e6380def6b41af = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6177db7e89257a512203fd441da117c1 = $(`&lt;div id=&quot;html_6177db7e89257a512203fd441da117c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 409.1&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a195f321abc4f36aa4e6380def6b41af.setContent(html_6177db7e89257a512203fd441da117c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9646451c9b92fa01dc14679242aaf0b4.bindPopup(popup_a195f321abc4f36aa4e6380def6b41af)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_245806e886ed83e68215e36470e51c92 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_fc53211eaafffe96735eeacab19bbb5d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_271870dba82810dd0c8ceff0a0370d81 = $(`&lt;div id=&quot;html_271870dba82810dd0c8ceff0a0370d81&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 424.66&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_fc53211eaafffe96735eeacab19bbb5d.setContent(html_271870dba82810dd0c8ceff0a0370d81);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_245806e886ed83e68215e36470e51c92.bindPopup(popup_fc53211eaafffe96735eeacab19bbb5d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8335b6000e92e2a55bd24405acf4bd77 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_651d94e3225c87f559509cb546b2b04c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_45850825a34f79b6f8edd783189c544a = $(`&lt;div id=&quot;html_45850825a34f79b6f8edd783189c544a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 72.03&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_651d94e3225c87f559509cb546b2b04c.setContent(html_45850825a34f79b6f8edd783189c544a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8335b6000e92e2a55bd24405acf4bd77.bindPopup(popup_651d94e3225c87f559509cb546b2b04c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43524e88e889c4e7f0e08e3d728e469c = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bbdd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bbdd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_f859c85eb4e44c4ff1208243424ab0f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c2cbea90920c196306cd4725087ff4a1 = $(`&lt;div id=&quot;html_c2cbea90920c196306cd4725087ff4a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 36.57&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f859c85eb4e44c4ff1208243424ab0f8.setContent(html_c2cbea90920c196306cd4725087ff4a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43524e88e889c4e7f0e08e3d728e469c.bindPopup(popup_f859c85eb4e44c4ff1208243424ab0f8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_22d9a1957ee1b2034927e740f51e09dc = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff4500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff4500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_a5e21b7cb2df67ab5463d17e5d418fea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24181c05f8a1b3bdc704b38f0a5f33dc = $(`&lt;div id=&quot;html_24181c05f8a1b3bdc704b38f0a5f33dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 86.42&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a5e21b7cb2df67ab5463d17e5d418fea.setContent(html_24181c05f8a1b3bdc704b38f0a5f33dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_22d9a1957ee1b2034927e740f51e09dc.bindPopup(popup_a5e21b7cb2df67ab5463d17e5d418fea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0345726b4a63a167cf6bb92100c566b6 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff4500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff4500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_79388609f004c87bed3db6ebf09d56b1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c869fc2c2f04cd75c8e10014446dee6 = $(`&lt;div id=&quot;html_1c869fc2c2f04cd75c8e10014446dee6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 86.42&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_79388609f004c87bed3db6ebf09d56b1.setContent(html_1c869fc2c2f04cd75c8e10014446dee6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0345726b4a63a167cf6bb92100c566b6.bindPopup(popup_79388609f004c87bed3db6ebf09d56b1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8794b4949526740cc8393b501f1c82fa = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_eda3560bdb02ad471caa41e96088e594 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6fa540fb070e4cc348d6b135bd8a3fe8 = $(`&lt;div id=&quot;html_6fa540fb070e4cc348d6b135bd8a3fe8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 413.85&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_eda3560bdb02ad471caa41e96088e594.setContent(html_6fa540fb070e4cc348d6b135bd8a3fe8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8794b4949526740cc8393b501f1c82fa.bindPopup(popup_eda3560bdb02ad471caa41e96088e594)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_20188baf506785a196454027c1620d0f = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffbc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffbc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_24c809c695c275e1943638164a9d9bd0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_48282aecd4a5f56ecc314ba81dc81f45 = $(`&lt;div id=&quot;html_48282aecd4a5f56ecc314ba81dc81f45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 63.1&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_24c809c695c275e1943638164a9d9bd0.setContent(html_48282aecd4a5f56ecc314ba81dc81f45);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_20188baf506785a196454027c1620d0f.bindPopup(popup_24c809c695c275e1943638164a9d9bd0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_64211db854b100b8d557ed5cf0e097e2 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_52eb0fdca9b6a9c6ad03aceef9d1acfb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1e3f5cc487f2734c2bbcebcb00e1557 = $(`&lt;div id=&quot;html_d1e3f5cc487f2734c2bbcebcb00e1557&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 1.57&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_52eb0fdca9b6a9c6ad03aceef9d1acfb.setContent(html_d1e3f5cc487f2734c2bbcebcb00e1557);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_64211db854b100b8d557ed5cf0e097e2.bindPopup(popup_52eb0fdca9b6a9c6ad03aceef9d1acfb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b9a20ef372b5e1f30ec42eca7756ff33 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_bb1ad91bb44b55d3cf194fa3da795426 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb464634f6ed74c1af627dd42448f786 = $(`&lt;div id=&quot;html_bb464634f6ed74c1af627dd42448f786&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 267.14&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bb1ad91bb44b55d3cf194fa3da795426.setContent(html_bb464634f6ed74c1af627dd42448f786);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b9a20ef372b5e1f30ec42eca7756ff33.bindPopup(popup_bb1ad91bb44b55d3cf194fa3da795426)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3657175335ccd6c8f9020191b2a75b2a = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b3d900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b3d900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_2cbfec70a6d9018f1179d792aae21d0a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_704701e8a99f185307faf8a3c51d14f1 = $(`&lt;div id=&quot;html_704701e8a99f185307faf8a3c51d14f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 35.05&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_2cbfec70a6d9018f1179d792aae21d0a.setContent(html_704701e8a99f185307faf8a3c51d14f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3657175335ccd6c8f9020191b2a75b2a.bindPopup(popup_2cbfec70a6d9018f1179d792aae21d0a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_01d9b00b874fdb850b6cdf26771fa28c = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_ab292c65c09a2635d262aea330eaf8de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96960cdb04f013690a0915c79ee03a0a = $(`&lt;div id=&quot;html_96960cdb04f013690a0915c79ee03a0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 379.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ab292c65c09a2635d262aea330eaf8de.setContent(html_96960cdb04f013690a0915c79ee03a0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_01d9b00b874fdb850b6cdf26771fa28c.bindPopup(popup_ab292c65c09a2635d262aea330eaf8de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3fb7fa2d15a4fbf6aa2a31a736ba0bbc = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_82417a22fc4d207eb67a8ae6c7cc8ad6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce614da6ea631c55804ccb469ac2e160 = $(`&lt;div id=&quot;html_ce614da6ea631c55804ccb469ac2e160&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 379.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_82417a22fc4d207eb67a8ae6c7cc8ad6.setContent(html_ce614da6ea631c55804ccb469ac2e160);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3fb7fa2d15a4fbf6aa2a31a736ba0bbc.bindPopup(popup_82417a22fc4d207eb67a8ae6c7cc8ad6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3dd03bb118877d9e926ec3201698e848 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_49d9606accd9d7f31b59c7d717796fb9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_028cb411ed9e72ac497ae1f853f186e6 = $(`&lt;div id=&quot;html_028cb411ed9e72ac497ae1f853f186e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 410.46&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_49d9606accd9d7f31b59c7d717796fb9.setContent(html_028cb411ed9e72ac497ae1f853f186e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3dd03bb118877d9e926ec3201698e848.bindPopup(popup_49d9606accd9d7f31b59c7d717796fb9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5cde806e0e86ad8bd7dc83bdd290dab0 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_83dca8308b087c1181551df6c0160f62 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33f44104d5f8887f5907b656e789c2db = $(`&lt;div id=&quot;html_33f44104d5f8887f5907b656e789c2db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 176.72&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_83dca8308b087c1181551df6c0160f62.setContent(html_33f44104d5f8887f5907b656e789c2db);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5cde806e0e86ad8bd7dc83bdd290dab0.bindPopup(popup_83dca8308b087c1181551df6c0160f62)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f9669835afe9e8029048de5a0792359 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_68b987dcc4db141eb27253f54f48c40a);\n",
              "        \n",
              "    \n",
              "        var popup_e4d96506e96b706db17277f42d6312d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4d1730e85099a0e1a47cc017b1656193 = $(`&lt;div id=&quot;html_4d1730e85099a0e1a47cc017b1656193&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2008-01-01&lt;br&gt;Incidence: 74.73&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e4d96506e96b706db17277f42d6312d4.setContent(html_4d1730e85099a0e1a47cc017b1656193);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f9669835afe9e8029048de5a0792359.bindPopup(popup_e4d96506e96b706db17277f42d6312d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_10b34e63530d78ac7d33a2bc27d6f410 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_4537318aaf2b970b9b2f368a858dcb2f = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_35e60c7d5757c96af3d7da23a439f65a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a177759e6103db6a114a2042561486b3 = $(`&lt;div id=&quot;html_a177759e6103db6a114a2042561486b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_35e60c7d5757c96af3d7da23a439f65a.setContent(html_a177759e6103db6a114a2042561486b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4537318aaf2b970b9b2f368a858dcb2f.bindPopup(popup_35e60c7d5757c96af3d7da23a439f65a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e7d91cb4f4e2ba11ae4490066190fcc2 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_da2a3224988ab5068555673627f968fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2917155e15358bf36422dc186c3df677 = $(`&lt;div id=&quot;html_2917155e15358bf36422dc186c3df677&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 204.35&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_da2a3224988ab5068555673627f968fc.setContent(html_2917155e15358bf36422dc186c3df677);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e7d91cb4f4e2ba11ae4490066190fcc2.bindPopup(popup_da2a3224988ab5068555673627f968fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3ac360e5bbcbba0d4e8a17e90ab780f2 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_b7cd4a2df43128a5689dd84b756a5d7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_086ed218d5f28296a9ac1cfc4f2de1cf = $(`&lt;div id=&quot;html_086ed218d5f28296a9ac1cfc4f2de1cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 417.96&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b7cd4a2df43128a5689dd84b756a5d7d.setContent(html_086ed218d5f28296a9ac1cfc4f2de1cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3ac360e5bbcbba0d4e8a17e90ab780f2.bindPopup(popup_b7cd4a2df43128a5689dd84b756a5d7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_def5c35ebe792f67cf900c76f840d54d = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_392ef75f87f65aebe3b5fdddeac6189a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_13bb175ce8b0bc9740a69052fa78468b = $(`&lt;div id=&quot;html_13bb175ce8b0bc9740a69052fa78468b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 2.1&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_392ef75f87f65aebe3b5fdddeac6189a.setContent(html_13bb175ce8b0bc9740a69052fa78468b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_def5c35ebe792f67cf900c76f840d54d.bindPopup(popup_392ef75f87f65aebe3b5fdddeac6189a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_48135a0a51da49c35d3288dddfb7926a = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_5ad8f29c3ae5aee68a32128295351302 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ca772e8f86b6898ef014bcdcd2c24f1 = $(`&lt;div id=&quot;html_2ca772e8f86b6898ef014bcdcd2c24f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 552.03&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_5ad8f29c3ae5aee68a32128295351302.setContent(html_2ca772e8f86b6898ef014bcdcd2c24f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_48135a0a51da49c35d3288dddfb7926a.bindPopup(popup_5ad8f29c3ae5aee68a32128295351302)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c7f08c0b09f81983e6d556be7f3ec6a0 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_5e589cf0584457d9b8c5ab0bd823425a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d72ed0f3e06dec4ef7a14eec4f9a55e = $(`&lt;div id=&quot;html_7d72ed0f3e06dec4ef7a14eec4f9a55e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 220.65&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5e589cf0584457d9b8c5ab0bd823425a.setContent(html_7d72ed0f3e06dec4ef7a14eec4f9a55e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c7f08c0b09f81983e6d556be7f3ec6a0.bindPopup(popup_5e589cf0584457d9b8c5ab0bd823425a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_41c9bdd0fbf3bf84f8e42653260b2ff8 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_bbcf0a42a2bcee506c8d752a93a69e49 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3171d92058f504813bd949eb94c9d830 = $(`&lt;div id=&quot;html_3171d92058f504813bd949eb94c9d830&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 322.98&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bbcf0a42a2bcee506c8d752a93a69e49.setContent(html_3171d92058f504813bd949eb94c9d830);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_41c9bdd0fbf3bf84f8e42653260b2ff8.bindPopup(popup_bbcf0a42a2bcee506c8d752a93a69e49)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a6bcb487a7098c75f02607d2f2449f2 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_13292ad33b97c4d4a85153f0e48e1800 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a1909d21ea0ce77981bf287832408047 = $(`&lt;div id=&quot;html_a1909d21ea0ce77981bf287832408047&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 448.45&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_13292ad33b97c4d4a85153f0e48e1800.setContent(html_a1909d21ea0ce77981bf287832408047);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a6bcb487a7098c75f02607d2f2449f2.bindPopup(popup_13292ad33b97c4d4a85153f0e48e1800)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c68c2e7d3e351a2e1def9f5c9e84dff7 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_ecf5ccd6ce5446eb8cafeb3d73ef73af = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef0874e03ff2d88112829d896f3e2a66 = $(`&lt;div id=&quot;html_ef0874e03ff2d88112829d896f3e2a66&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 222.91&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ecf5ccd6ce5446eb8cafeb3d73ef73af.setContent(html_ef0874e03ff2d88112829d896f3e2a66);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c68c2e7d3e351a2e1def9f5c9e84dff7.bindPopup(popup_ecf5ccd6ce5446eb8cafeb3d73ef73af)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed9d0de4fd8e79c5d8e587ee1d789cc8 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#168b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#168b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_743afcc7d9daf84929260b276938cb7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e1dbdaf145553d8852c9b805a29123c = $(`&lt;div id=&quot;html_3e1dbdaf145553d8852c9b805a29123c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 4.33&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_743afcc7d9daf84929260b276938cb7a.setContent(html_3e1dbdaf145553d8852c9b805a29123c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed9d0de4fd8e79c5d8e587ee1d789cc8.bindPopup(popup_743afcc7d9daf84929260b276938cb7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f96087d1f9c0b1196192929861a8b50 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_1590cbabd557f15e9c234ac0bdbca148 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ced9d6ffd1e6bdd6aa6e45ddbff0e4f1 = $(`&lt;div id=&quot;html_ced9d6ffd1e6bdd6aa6e45ddbff0e4f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 351.29&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1590cbabd557f15e9c234ac0bdbca148.setContent(html_ced9d6ffd1e6bdd6aa6e45ddbff0e4f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f96087d1f9c0b1196192929861a8b50.bindPopup(popup_1590cbabd557f15e9c234ac0bdbca148)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3582047b4ef557e98a4afb6a3c8cdbf3 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_f2c3b102e049bb24e24d8195c76f3625 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_68032cf641aaf6620dbb8514b759e756 = $(`&lt;div id=&quot;html_68032cf641aaf6620dbb8514b759e756&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.36&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f2c3b102e049bb24e24d8195c76f3625.setContent(html_68032cf641aaf6620dbb8514b759e756);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3582047b4ef557e98a4afb6a3c8cdbf3.bindPopup(popup_f2c3b102e049bb24e24d8195c76f3625)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c25b7fed8ba476a243414c3b9790f0c5 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_2d0b00cc55fdbf59ebe393eb2454e58c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e054cdc31b2b320aa54820b5d47f6b97 = $(`&lt;div id=&quot;html_e054cdc31b2b320aa54820b5d47f6b97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 145.95&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2d0b00cc55fdbf59ebe393eb2454e58c.setContent(html_e054cdc31b2b320aa54820b5d47f6b97);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c25b7fed8ba476a243414c3b9790f0c5.bindPopup(popup_2d0b00cc55fdbf59ebe393eb2454e58c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_121cdb51705a092ececc5a2b6fad0cf9 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_9b6029879db1226816e520b58e97ae83 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e49e8012594d44faa46344e852f7c7e = $(`&lt;div id=&quot;html_6e49e8012594d44faa46344e852f7c7e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 351.39&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9b6029879db1226816e520b58e97ae83.setContent(html_6e49e8012594d44faa46344e852f7c7e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_121cdb51705a092ececc5a2b6fad0cf9.bindPopup(popup_9b6029879db1226816e520b58e97ae83)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b515e46bbb5d647a71c1b8153eb9e2cd = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_12f641bae2625138d84c57eae4612ce1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eb9308e9ced5b8effb7372fd50ca66e3 = $(`&lt;div id=&quot;html_eb9308e9ced5b8effb7372fd50ca66e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 398.14&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_12f641bae2625138d84c57eae4612ce1.setContent(html_eb9308e9ced5b8effb7372fd50ca66e3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b515e46bbb5d647a71c1b8153eb9e2cd.bindPopup(popup_12f641bae2625138d84c57eae4612ce1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1e05d359e28c592666604703c9880cba = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_70af61ed577394427ce2eb2d85f5cc10 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cfbce7fea109a551b460f226df7b9aad = $(`&lt;div id=&quot;html_cfbce7fea109a551b460f226df7b9aad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 113.8&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_70af61ed577394427ce2eb2d85f5cc10.setContent(html_cfbce7fea109a551b460f226df7b9aad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1e05d359e28c592666604703c9880cba.bindPopup(popup_70af61ed577394427ce2eb2d85f5cc10)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b57f2ad23b07722706f47288ec9064d6 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_264beb6397d74acfdaeb62dea77ef6bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa68d14e70bbc958766f38325531d0c4 = $(`&lt;div id=&quot;html_fa68d14e70bbc958766f38325531d0c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 67.94&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_264beb6397d74acfdaeb62dea77ef6bc.setContent(html_fa68d14e70bbc958766f38325531d0c4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b57f2ad23b07722706f47288ec9064d6.bindPopup(popup_264beb6397d74acfdaeb62dea77ef6bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aedadc9c5d2a45bd3351e3f4550139e1 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_4db9637a5bbbd1ac559c9d569a5ac808 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1774efe6b209edd36d1ae321104c3112 = $(`&lt;div id=&quot;html_1774efe6b209edd36d1ae321104c3112&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 67.94&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4db9637a5bbbd1ac559c9d569a5ac808.setContent(html_1774efe6b209edd36d1ae321104c3112);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aedadc9c5d2a45bd3351e3f4550139e1.bindPopup(popup_4db9637a5bbbd1ac559c9d569a5ac808)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8044bc7ca3750be30b60c8c9ef1a35f2 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_c7ee8531fbdb1cf47b95c8ec7b508c64 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_05de9ee76f0ea3adce600c42960f772b = $(`&lt;div id=&quot;html_05de9ee76f0ea3adce600c42960f772b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 368.81&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c7ee8531fbdb1cf47b95c8ec7b508c64.setContent(html_05de9ee76f0ea3adce600c42960f772b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8044bc7ca3750be30b60c8c9ef1a35f2.bindPopup(popup_c7ee8531fbdb1cf47b95c8ec7b508c64)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4f8292a52e243c4b01469e3d05d8b208 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_38bcee9513998e52a877c3be3594f667 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf7c6e77f753a9940be47be8390befea = $(`&lt;div id=&quot;html_bf7c6e77f753a9940be47be8390befea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_38bcee9513998e52a877c3be3594f667.setContent(html_bf7c6e77f753a9940be47be8390befea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4f8292a52e243c4b01469e3d05d8b208.bindPopup(popup_38bcee9513998e52a877c3be3594f667)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c98a877f9410bcd733a195a8e4ee6064 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dbed00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dbed00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_c5f06c9edb052f63393879c79021e54c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0f7a4f20ffa25484463cdbebe69149bc = $(`&lt;div id=&quot;html_0f7a4f20ffa25484463cdbebe69149bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 42.92&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c5f06c9edb052f63393879c79021e54c.setContent(html_0f7a4f20ffa25484463cdbebe69149bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c98a877f9410bcd733a195a8e4ee6064.bindPopup(popup_c5f06c9edb052f63393879c79021e54c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b33918c3e64760acce199dc7dd1ce256 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_737ff9b0bfa49722eefb5e535ca07476 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59dfe2ef170ac7197423225b2e7c3131 = $(`&lt;div id=&quot;html_59dfe2ef170ac7197423225b2e7c3131&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_737ff9b0bfa49722eefb5e535ca07476.setContent(html_59dfe2ef170ac7197423225b2e7c3131);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b33918c3e64760acce199dc7dd1ce256.bindPopup(popup_737ff9b0bfa49722eefb5e535ca07476)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b90fe1bbd0b9f89012f689fc7e73707 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_8434d19b82246a7cb8a5eefc24ce4636 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f26a6a5ac76f86aa4a930686bdacf52a = $(`&lt;div id=&quot;html_f26a6a5ac76f86aa4a930686bdacf52a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 402.3&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8434d19b82246a7cb8a5eefc24ce4636.setContent(html_f26a6a5ac76f86aa4a930686bdacf52a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b90fe1bbd0b9f89012f689fc7e73707.bindPopup(popup_8434d19b82246a7cb8a5eefc24ce4636)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_293e533f501411b4de49856468d3bfcb = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_8794a877174f3a68f1a9244b95ca5f98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cbe7025fa0be42c9828da4ee8bba1c25 = $(`&lt;div id=&quot;html_cbe7025fa0be42c9828da4ee8bba1c25&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 3.36&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8794a877174f3a68f1a9244b95ca5f98.setContent(html_cbe7025fa0be42c9828da4ee8bba1c25);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_293e533f501411b4de49856468d3bfcb.bindPopup(popup_8794a877174f3a68f1a9244b95ca5f98)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6183ad556c5fb2548986c0b8240f1bb9 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_21a9c2dec541dcda7edb937fe9e49f0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c9218e95a784bb7dd0627b82a93a8576 = $(`&lt;div id=&quot;html_c9218e95a784bb7dd0627b82a93a8576&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 419.1&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_21a9c2dec541dcda7edb937fe9e49f0b.setContent(html_c9218e95a784bb7dd0627b82a93a8576);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6183ad556c5fb2548986c0b8240f1bb9.bindPopup(popup_21a9c2dec541dcda7edb937fe9e49f0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd8a039f231757f32210f57ceee42e55 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_35c9e586121748adb53c821c23d1f6ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_235f545d5f71345c973860b13c5a5631 = $(`&lt;div id=&quot;html_235f545d5f71345c973860b13c5a5631&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 416.59&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_35c9e586121748adb53c821c23d1f6ae.setContent(html_235f545d5f71345c973860b13c5a5631);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd8a039f231757f32210f57ceee42e55.bindPopup(popup_35c9e586121748adb53c821c23d1f6ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4ae72b7dfefc9d20468d83d3ecfa3f2 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_fc6ce3c00512943f72f23816e252aa39 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ab6e4b448cdf4abfba5be3309f0b82a = $(`&lt;div id=&quot;html_8ab6e4b448cdf4abfba5be3309f0b82a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 158.16&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fc6ce3c00512943f72f23816e252aa39.setContent(html_8ab6e4b448cdf4abfba5be3309f0b82a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4ae72b7dfefc9d20468d83d3ecfa3f2.bindPopup(popup_fc6ce3c00512943f72f23816e252aa39)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a16258a6b4e7339e95f6e07cc953d1e9 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b3da00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b3da00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_b61dc7e5a52217e4fbf5349db786686f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06090817bc060b9e0952319dddadb521 = $(`&lt;div id=&quot;html_06090817bc060b9e0952319dddadb521&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 35.15&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b61dc7e5a52217e4fbf5349db786686f.setContent(html_06090817bc060b9e0952319dddadb521);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a16258a6b4e7339e95f6e07cc953d1e9.bindPopup(popup_b61dc7e5a52217e4fbf5349db786686f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_917f24352e7dbde63654abf72c987829 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_09b28b80ea985c7d5046719c3973fc72 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dd6686619b548b1777850324d06e0dea = $(`&lt;div id=&quot;html_dd6686619b548b1777850324d06e0dea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 57.12&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_09b28b80ea985c7d5046719c3973fc72.setContent(html_dd6686619b548b1777850324d06e0dea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_917f24352e7dbde63654abf72c987829.bindPopup(popup_09b28b80ea985c7d5046719c3973fc72)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7d59b7e994120b91a454fdcd31e9bfaa = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_ffe56928c054f9083cdaa8ca884355cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ee5d0a481764d6557e7a3a2be254171 = $(`&lt;div id=&quot;html_9ee5d0a481764d6557e7a3a2be254171&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 57.12&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ffe56928c054f9083cdaa8ca884355cd.setContent(html_9ee5d0a481764d6557e7a3a2be254171);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7d59b7e994120b91a454fdcd31e9bfaa.bindPopup(popup_ffe56928c054f9083cdaa8ca884355cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_695afa1fd3e1a9c7393ae26355c039c5 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_b6730a8390fef65ea51882cad5183652 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9bd4bfada8627a3e2cca4a3248f18b56 = $(`&lt;div id=&quot;html_9bd4bfada8627a3e2cca4a3248f18b56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 442.15&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b6730a8390fef65ea51882cad5183652.setContent(html_9bd4bfada8627a3e2cca4a3248f18b56);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_695afa1fd3e1a9c7393ae26355c039c5.bindPopup(popup_b6730a8390fef65ea51882cad5183652)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_96198284d0aec8fde68367f39d210a86 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c4e200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c4e200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_4bf716a802f4c1b8e8e3df8d8a770cbb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_84bb980ec11bfec780fbc5d2610c4841 = $(`&lt;div id=&quot;html_84bb980ec11bfec780fbc5d2610c4841&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 38.44&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4bf716a802f4c1b8e8e3df8d8a770cbb.setContent(html_84bb980ec11bfec780fbc5d2610c4841);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_96198284d0aec8fde68367f39d210a86.bindPopup(popup_4bf716a802f4c1b8e8e3df8d8a770cbb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_77caa3b3c0667bd257eba66a5fcabc34 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#068300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#068300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_f8583c3830437c3008f7fc94130a83e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3df43877ae6c1634e52d031ef0d230e2 = $(`&lt;div id=&quot;html_3df43877ae6c1634e52d031ef0d230e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 1.2&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f8583c3830437c3008f7fc94130a83e1.setContent(html_3df43877ae6c1634e52d031ef0d230e2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_77caa3b3c0667bd257eba66a5fcabc34.bindPopup(popup_f8583c3830437c3008f7fc94130a83e1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_876ffc56ed5595d9701a127782e82814 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_2cd4e91939912d7c016c2affea7a119e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_05e786b3f3a422feb09563e46237ca99 = $(`&lt;div id=&quot;html_05e786b3f3a422feb09563e46237ca99&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 255.07&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2cd4e91939912d7c016c2affea7a119e.setContent(html_05e786b3f3a422feb09563e46237ca99);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_876ffc56ed5595d9701a127782e82814.bindPopup(popup_2cd4e91939912d7c016c2affea7a119e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5035a7bee1c930e6fd63f70c219d7530 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a5d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a5d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_efda277db2866fbf043b9661bf02ce61 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1bb966b47ba0c9eea376b71b35574ae9 = $(`&lt;div id=&quot;html_1bb966b47ba0c9eea376b71b35574ae9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 32.29&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_efda277db2866fbf043b9661bf02ce61.setContent(html_1bb966b47ba0c9eea376b71b35574ae9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5035a7bee1c930e6fd63f70c219d7530.bindPopup(popup_efda277db2866fbf043b9661bf02ce61)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c11fdc21b9b020a1d457960d7b0961b = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_5ad0fa6b4470a8bf90df75a7e5e69c2f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b92fdd2dd1118abd25b84e02df1f49fa = $(`&lt;div id=&quot;html_b92fdd2dd1118abd25b84e02df1f49fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 326.88&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5ad0fa6b4470a8bf90df75a7e5e69c2f.setContent(html_b92fdd2dd1118abd25b84e02df1f49fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c11fdc21b9b020a1d457960d7b0961b.bindPopup(popup_5ad0fa6b4470a8bf90df75a7e5e69c2f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5ce7410a94d456b6278fe131443af1d3 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_78063d6cdf471b3946f233ece88c0a8f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cfa69bb7a4aadb22982cbb0dffe928e9 = $(`&lt;div id=&quot;html_cfa69bb7a4aadb22982cbb0dffe928e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 326.88&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_78063d6cdf471b3946f233ece88c0a8f.setContent(html_cfa69bb7a4aadb22982cbb0dffe928e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5ce7410a94d456b6278fe131443af1d3.bindPopup(popup_78063d6cdf471b3946f233ece88c0a8f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_24c7e5e3ae59103f16085f02ed8657dd = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_1bd63527c6f2657afe7cf2f7be7e9855 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f6ca6919120c0f8454ea4f0dec5322f2 = $(`&lt;div id=&quot;html_f6ca6919120c0f8454ea4f0dec5322f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 433.79&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1bd63527c6f2657afe7cf2f7be7e9855.setContent(html_f6ca6919120c0f8454ea4f0dec5322f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_24c7e5e3ae59103f16085f02ed8657dd.bindPopup(popup_1bd63527c6f2657afe7cf2f7be7e9855)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_55c7cb8e99205fbcb3329370fc41059d = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_0831e3b29b8391bbbc049e08b148dfaf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a08d365e3f80bc9ceed26a653f634f5 = $(`&lt;div id=&quot;html_1a08d365e3f80bc9ceed26a653f634f5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 172.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0831e3b29b8391bbbc049e08b148dfaf.setContent(html_1a08d365e3f80bc9ceed26a653f634f5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_55c7cb8e99205fbcb3329370fc41059d.bindPopup(popup_0831e3b29b8391bbbc049e08b148dfaf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43b8880f79803d6f05d39d00280b0d09 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_10b34e63530d78ac7d33a2bc27d6f410);\n",
              "        \n",
              "    \n",
              "        var popup_d2b1ff339913ee6eec030d73198c87aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_330106d2e6e3f3638f4705cdc5436e88 = $(`&lt;div id=&quot;html_330106d2e6e3f3638f4705cdc5436e88&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2009-01-01&lt;br&gt;Incidence: 90.5&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d2b1ff339913ee6eec030d73198c87aa.setContent(html_330106d2e6e3f3638f4705cdc5436e88);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43b8880f79803d6f05d39d00280b0d09.bindPopup(popup_d2b1ff339913ee6eec030d73198c87aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_2f74514fc3d40b9137593d11f2206d70 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_06e4c9a93a0be5255259b0e14b995173 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_50c25c5360afbdec2af5fe1bf997af8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ba4ec4a23a94b0ba8bb24a61884572c = $(`&lt;div id=&quot;html_0ba4ec4a23a94b0ba8bb24a61884572c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_50c25c5360afbdec2af5fe1bf997af8b.setContent(html_0ba4ec4a23a94b0ba8bb24a61884572c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06e4c9a93a0be5255259b0e14b995173.bindPopup(popup_50c25c5360afbdec2af5fe1bf997af8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af7aeabde1b9a4183ce25870d181e9d7 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_d1412491b405b948e63f86fe5ec8e8fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8872187feeb59631963971ab0401ed9e = $(`&lt;div id=&quot;html_8872187feeb59631963971ab0401ed9e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 185.52&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d1412491b405b948e63f86fe5ec8e8fe.setContent(html_8872187feeb59631963971ab0401ed9e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af7aeabde1b9a4183ce25870d181e9d7.bindPopup(popup_d1412491b405b948e63f86fe5ec8e8fe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_23ee502243f62cd7758ae94419f517c1 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_0c411cebce97704d1ac61de430b1e42f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_79df77e1405a7c924ba020fa55ccccad = $(`&lt;div id=&quot;html_79df77e1405a7c924ba020fa55ccccad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 387.76&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_0c411cebce97704d1ac61de430b1e42f.setContent(html_79df77e1405a7c924ba020fa55ccccad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_23ee502243f62cd7758ae94419f517c1.bindPopup(popup_0c411cebce97704d1ac61de430b1e42f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d9cd9c8b040e5fd1d8c9f8eb6c1f8f07 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_7093ee9bf34311f752e6499dac8b0e5e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a4108d776c90a908ca1b7f02672dfe7 = $(`&lt;div id=&quot;html_5a4108d776c90a908ca1b7f02672dfe7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.69&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_7093ee9bf34311f752e6499dac8b0e5e.setContent(html_5a4108d776c90a908ca1b7f02672dfe7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d9cd9c8b040e5fd1d8c9f8eb6c1f8f07.bindPopup(popup_7093ee9bf34311f752e6499dac8b0e5e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c462971d9d791a59d6249710e1c4a7a9 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_b6b03ec003a5ef7c01248bd530b8f3d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bc9997e4206f5cfbe079b6c510b31621 = $(`&lt;div id=&quot;html_bc9997e4206f5cfbe079b6c510b31621&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 551.24&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b6b03ec003a5ef7c01248bd530b8f3d2.setContent(html_bc9997e4206f5cfbe079b6c510b31621);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c462971d9d791a59d6249710e1c4a7a9.bindPopup(popup_b6b03ec003a5ef7c01248bd530b8f3d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_65ac0568918193c4f2c994dc3266f963 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_c6be9713c54b296c996e672bd6c8c4c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bbe264790b65837855990b021a009b33 = $(`&lt;div id=&quot;html_bbe264790b65837855990b021a009b33&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 210.2&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c6be9713c54b296c996e672bd6c8c4c5.setContent(html_bbe264790b65837855990b021a009b33);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_65ac0568918193c4f2c994dc3266f963.bindPopup(popup_c6be9713c54b296c996e672bd6c8c4c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e59b9170958dc789c453161cd03279d = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_8f8f5c5e337ce620cbb012205112603d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b35d7ee79acc044ee35e7bc033d43d0 = $(`&lt;div id=&quot;html_6b35d7ee79acc044ee35e7bc033d43d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 295.53&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8f8f5c5e337ce620cbb012205112603d.setContent(html_6b35d7ee79acc044ee35e7bc033d43d0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e59b9170958dc789c453161cd03279d.bindPopup(popup_8f8f5c5e337ce620cbb012205112603d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a6e3be44a70016cf3faa357419126f52 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_dd44915bf1c4595a46eca38dbbbc8cae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_404a8b7edb0efd33ed03dd025c400f03 = $(`&lt;div id=&quot;html_404a8b7edb0efd33ed03dd025c400f03&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 434.51&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_dd44915bf1c4595a46eca38dbbbc8cae.setContent(html_404a8b7edb0efd33ed03dd025c400f03);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a6e3be44a70016cf3faa357419126f52.bindPopup(popup_dd44915bf1c4595a46eca38dbbbc8cae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b4f532d6125d21066e38eb5d0754b94 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_7610f820c5639b2d26881c0bba0991d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5cd52a1fa8e51f4e5d2a69792af3019d = $(`&lt;div id=&quot;html_5cd52a1fa8e51f4e5d2a69792af3019d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 225.94&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7610f820c5639b2d26881c0bba0991d5.setContent(html_5cd52a1fa8e51f4e5d2a69792af3019d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b4f532d6125d21066e38eb5d0754b94.bindPopup(popup_7610f820c5639b2d26881c0bba0991d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9c0b8cbff30810419dc769f0e23ae703 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_d6ae01c9ab857c725b125e20157f2a5d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bc84740b0371a5901a1536baca4268d8 = $(`&lt;div id=&quot;html_bc84740b0371a5901a1536baca4268d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.6&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d6ae01c9ab857c725b125e20157f2a5d.setContent(html_bc84740b0371a5901a1536baca4268d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9c0b8cbff30810419dc769f0e23ae703.bindPopup(popup_d6ae01c9ab857c725b125e20157f2a5d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_84ab7aa044e17a24536d3cba43139d70 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_e1f0cfac3a32868f018aab9991a78bd3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_755ec3bd3bbbeb3241eb5aab247f11a6 = $(`&lt;div id=&quot;html_755ec3bd3bbbeb3241eb5aab247f11a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 339.99&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e1f0cfac3a32868f018aab9991a78bd3.setContent(html_755ec3bd3bbbeb3241eb5aab247f11a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_84ab7aa044e17a24536d3cba43139d70.bindPopup(popup_e1f0cfac3a32868f018aab9991a78bd3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a57b414b8f7287573f4fccbc44e4875a = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_228c9d5cd884b6d3b391a94085f9bc42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ccd9d1ded95bdfe2135d24aaa3142c6 = $(`&lt;div id=&quot;html_6ccd9d1ded95bdfe2135d24aaa3142c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.9&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_228c9d5cd884b6d3b391a94085f9bc42.setContent(html_6ccd9d1ded95bdfe2135d24aaa3142c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a57b414b8f7287573f4fccbc44e4875a.bindPopup(popup_228c9d5cd884b6d3b391a94085f9bc42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_15b3313435e126dec9a9ec2e6a84cf8c = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_a77cd9de9eeac732d56d6e050354911b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7e11312d384357f953090ef203c9ee9c = $(`&lt;div id=&quot;html_7e11312d384357f953090ef203c9ee9c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 177.82&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a77cd9de9eeac732d56d6e050354911b.setContent(html_7e11312d384357f953090ef203c9ee9c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_15b3313435e126dec9a9ec2e6a84cf8c.bindPopup(popup_a77cd9de9eeac732d56d6e050354911b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9ab2b28f429df170b96cebd38179aa75 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_7a2e3eef7d2af43d0be333d9c0d290ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e980eefbc7486f3a4e548b078769c67 = $(`&lt;div id=&quot;html_5e980eefbc7486f3a4e548b078769c67&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 364.15&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7a2e3eef7d2af43d0be333d9c0d290ae.setContent(html_5e980eefbc7486f3a4e548b078769c67);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9ab2b28f429df170b96cebd38179aa75.bindPopup(popup_7a2e3eef7d2af43d0be333d9c0d290ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5673ee3e9ea652450cb9c6cbcf815038 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_d2f939c21ab705505db9fc98662af87a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_53a5115a9233e3b1de355222444a3b65 = $(`&lt;div id=&quot;html_53a5115a9233e3b1de355222444a3b65&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 414.66&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d2f939c21ab705505db9fc98662af87a.setContent(html_53a5115a9233e3b1de355222444a3b65);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5673ee3e9ea652450cb9c6cbcf815038.bindPopup(popup_d2f939c21ab705505db9fc98662af87a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_946f8c1b615b140c13ba0207c4ae09fd = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_eddc44f5842c3340f4a2fcea73c5fcd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1421cde9631e3cef5d0b6ab4230f667e = $(`&lt;div id=&quot;html_1421cde9631e3cef5d0b6ab4230f667e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 134.37&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_eddc44f5842c3340f4a2fcea73c5fcd2.setContent(html_1421cde9631e3cef5d0b6ab4230f667e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_946f8c1b615b140c13ba0207c4ae09fd.bindPopup(popup_eddc44f5842c3340f4a2fcea73c5fcd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7650e0f3b72830c8bc435e2bffa7c2d = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_ea529592773bde659e78d3c6f3785ec2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae6e56d7695c01e00e6d7d4de408804c = $(`&lt;div id=&quot;html_ae6e56d7695c01e00e6d7d4de408804c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 67.71&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ea529592773bde659e78d3c6f3785ec2.setContent(html_ae6e56d7695c01e00e6d7d4de408804c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7650e0f3b72830c8bc435e2bffa7c2d.bindPopup(popup_ea529592773bde659e78d3c6f3785ec2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4660be218bb3244d69d779a0077bb5f2 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_0c593d178b817961f9a6d7c49fb6f01e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f7bea70162bb4cd9e239f1f753da7523 = $(`&lt;div id=&quot;html_f7bea70162bb4cd9e239f1f753da7523&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 67.71&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0c593d178b817961f9a6d7c49fb6f01e.setContent(html_f7bea70162bb4cd9e239f1f753da7523);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4660be218bb3244d69d779a0077bb5f2.bindPopup(popup_0c593d178b817961f9a6d7c49fb6f01e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ffa343a5ce5d74cb42c36c5136562bda = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_b6a97cb9a2552ed24189d2a0df208f58 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e36136e360891513eff2b1f9c5e77f3 = $(`&lt;div id=&quot;html_2e36136e360891513eff2b1f9c5e77f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 345.77&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b6a97cb9a2552ed24189d2a0df208f58.setContent(html_2e36136e360891513eff2b1f9c5e77f3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ffa343a5ce5d74cb42c36c5136562bda.bindPopup(popup_b6a97cb9a2552ed24189d2a0df208f58)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cc3ea9e81cfacafd95cdc231f2986530 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_2bf19489eb822173ca654b9907fbd731 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_735e6e5069f5a3f0b8f8f9c32b66eb72 = $(`&lt;div id=&quot;html_735e6e5069f5a3f0b8f8f9c32b66eb72&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_2bf19489eb822173ca654b9907fbd731.setContent(html_735e6e5069f5a3f0b8f8f9c32b66eb72);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cc3ea9e81cfacafd95cdc231f2986530.bindPopup(popup_2bf19489eb822173ca654b9907fbd731)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06a195da03088ec787611cddc5791b14 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d8ec00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d8ec00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_bfab14d0a0eb6d5696abc27a93a53faf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c59b4ed027cc78a806c1352453157ec4 = $(`&lt;div id=&quot;html_c59b4ed027cc78a806c1352453157ec4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 42.24&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bfab14d0a0eb6d5696abc27a93a53faf.setContent(html_c59b4ed027cc78a806c1352453157ec4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06a195da03088ec787611cddc5791b14.bindPopup(popup_bfab14d0a0eb6d5696abc27a93a53faf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d8c97b4f6ba02eb47e004dc93eea36dd = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_b77ad55c84918dd18dc788e44eb371b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_95e1c0338e34b6ec9de99108fb057653 = $(`&lt;div id=&quot;html_95e1c0338e34b6ec9de99108fb057653&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b77ad55c84918dd18dc788e44eb371b8.setContent(html_95e1c0338e34b6ec9de99108fb057653);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d8c97b4f6ba02eb47e004dc93eea36dd.bindPopup(popup_b77ad55c84918dd18dc788e44eb371b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_99f459cf47817985afe4732c6c20a366 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_a7fac99f59408da1a5da6508a548256e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_719937b942befaec8acd6b17dd4a172e = $(`&lt;div id=&quot;html_719937b942befaec8acd6b17dd4a172e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 398.41&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a7fac99f59408da1a5da6508a548256e.setContent(html_719937b942befaec8acd6b17dd4a172e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_99f459cf47817985afe4732c6c20a366.bindPopup(popup_a7fac99f59408da1a5da6508a548256e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5746349f503734077545f991fc1a5f3d = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#078400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#078400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_16024ec0527eff7a3054d1318b8b8e87 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ad7149845ef53618c9e45f3240a23a2 = $(`&lt;div id=&quot;html_9ad7149845ef53618c9e45f3240a23a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.54&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_16024ec0527eff7a3054d1318b8b8e87.setContent(html_9ad7149845ef53618c9e45f3240a23a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5746349f503734077545f991fc1a5f3d.bindPopup(popup_16024ec0527eff7a3054d1318b8b8e87)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1183e9d7bda84ba32262f98a24e012b6 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_5a3601e628a787c12bee8167b648a07a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a38c758d0d4ab61906f6222f7f49e3fc = $(`&lt;div id=&quot;html_a38c758d0d4ab61906f6222f7f49e3fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 425.64&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_5a3601e628a787c12bee8167b648a07a.setContent(html_a38c758d0d4ab61906f6222f7f49e3fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1183e9d7bda84ba32262f98a24e012b6.bindPopup(popup_5a3601e628a787c12bee8167b648a07a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b11cdf6738143b6a4b3d09c1ed204b3 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_d90a7c5b95bc71036e8b9c4a52af6e42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f8c13aa26fe4ac8ea6412e2a501aafe0 = $(`&lt;div id=&quot;html_f8c13aa26fe4ac8ea6412e2a501aafe0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 398.9&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d90a7c5b95bc71036e8b9c4a52af6e42.setContent(html_f8c13aa26fe4ac8ea6412e2a501aafe0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b11cdf6738143b6a4b3d09c1ed204b3.bindPopup(popup_d90a7c5b95bc71036e8b9c4a52af6e42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f5dedaa7791e83712f4a5a58977498d = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_f566fe65169bb5c4c825d1c8caf970c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f8338624d2e7a3725052f677d997b997 = $(`&lt;div id=&quot;html_f8338624d2e7a3725052f677d997b997&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 126.31&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f566fe65169bb5c4c825d1c8caf970c1.setContent(html_f8338624d2e7a3725052f677d997b997);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f5dedaa7791e83712f4a5a58977498d.bindPopup(popup_f566fe65169bb5c4c825d1c8caf970c1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7d50f3ee62bdd87eb3fed0b120a6bf3d = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4da700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4da700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_49b57e4130ee7290380fd8cfa0bcfb6f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_50f7bb8af1a1c9e7b882354973b692b8 = $(`&lt;div id=&quot;html_50f7bb8af1a1c9e7b882354973b692b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 15.19&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_49b57e4130ee7290380fd8cfa0bcfb6f.setContent(html_50f7bb8af1a1c9e7b882354973b692b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7d50f3ee62bdd87eb3fed0b120a6bf3d.bindPopup(popup_49b57e4130ee7290380fd8cfa0bcfb6f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0348a655ef638d9bdb964f5ce42f006c = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_abf152e13cf2297fd33ccbe42c264591 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39116874a8e8392dcfe8ee55387f70df = $(`&lt;div id=&quot;html_39116874a8e8392dcfe8ee55387f70df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 59.28&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_abf152e13cf2297fd33ccbe42c264591.setContent(html_39116874a8e8392dcfe8ee55387f70df);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0348a655ef638d9bdb964f5ce42f006c.bindPopup(popup_abf152e13cf2297fd33ccbe42c264591)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b0c8e843c3c91f4884cb5583c27b69e = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_91a214998288326c0bf1ca99b3bcc23c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_57419556e9636981b7ca2b9fa9202955 = $(`&lt;div id=&quot;html_57419556e9636981b7ca2b9fa9202955&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 59.28&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_91a214998288326c0bf1ca99b3bcc23c.setContent(html_57419556e9636981b7ca2b9fa9202955);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b0c8e843c3c91f4884cb5583c27b69e.bindPopup(popup_91a214998288326c0bf1ca99b3bcc23c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_20892a6d5e8a62fed8a134e583323aa4 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_998d67b9bb1a68a7349f04e05e93fc2d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f075eec855fafafc16cd137d12e33648 = $(`&lt;div id=&quot;html_f075eec855fafafc16cd137d12e33648&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 458.74&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_998d67b9bb1a68a7349f04e05e93fc2d.setContent(html_f075eec855fafafc16cd137d12e33648);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_20892a6d5e8a62fed8a134e583323aa4.bindPopup(popup_998d67b9bb1a68a7349f04e05e93fc2d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_594e46656b06fb5115f19580ff8ef4e0 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#97cb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#97cb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_9fc0966b42551fe89fa85f1ea5f36eff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_54edda5bd6e65412e60ef4f4b74655b6 = $(`&lt;div id=&quot;html_54edda5bd6e65412e60ef4f4b74655b6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 29.59&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_9fc0966b42551fe89fa85f1ea5f36eff.setContent(html_54edda5bd6e65412e60ef4f4b74655b6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_594e46656b06fb5115f19580ff8ef4e0.bindPopup(popup_9fc0966b42551fe89fa85f1ea5f36eff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a69fed10e0a1367e3471003e77b55540 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_2b504c90a319805274c9176573b52805 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_015b502972f696ee7c2f320f9f7e88ae = $(`&lt;div id=&quot;html_015b502972f696ee7c2f320f9f7e88ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 1.57&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_2b504c90a319805274c9176573b52805.setContent(html_015b502972f696ee7c2f320f9f7e88ae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a69fed10e0a1367e3471003e77b55540.bindPopup(popup_2b504c90a319805274c9176573b52805)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f158434826a987eb25acbd03fcdd3697 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_17a681f3486d25c48543c4b99dd97e80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be57c747542dcaee6684885270313aaa = $(`&lt;div id=&quot;html_be57c747542dcaee6684885270313aaa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 243.97&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_17a681f3486d25c48543c4b99dd97e80.setContent(html_be57c747542dcaee6684885270313aaa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f158434826a987eb25acbd03fcdd3697.bindPopup(popup_17a681f3486d25c48543c4b99dd97e80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d4e02688aac9d43db3311568e551dc4 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9cce00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9cce00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_858ce8d435a0e96a8887aa7700c1a618 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b22499661a2ad6546b298ba9c64e5e7 = $(`&lt;div id=&quot;html_1b22499661a2ad6546b298ba9c64e5e7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 30.66&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_858ce8d435a0e96a8887aa7700c1a618.setContent(html_1b22499661a2ad6546b298ba9c64e5e7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d4e02688aac9d43db3311568e551dc4.bindPopup(popup_858ce8d435a0e96a8887aa7700c1a618)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7f101b5080ba43a06dee6e6d56fbae67 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_a108412f2539893882d18000bf47fd94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1edec553913420d41d6c5eab212a3f6d = $(`&lt;div id=&quot;html_1edec553913420d41d6c5eab212a3f6d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 308.88&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a108412f2539893882d18000bf47fd94.setContent(html_1edec553913420d41d6c5eab212a3f6d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7f101b5080ba43a06dee6e6d56fbae67.bindPopup(popup_a108412f2539893882d18000bf47fd94)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6dccf4e26bf678ba62af399b8b56ed5b = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_f4868965002fe8202737156634bf5314 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_03ea3e5d9bc45e4fa6eff465174b695f = $(`&lt;div id=&quot;html_03ea3e5d9bc45e4fa6eff465174b695f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 308.88&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f4868965002fe8202737156634bf5314.setContent(html_03ea3e5d9bc45e4fa6eff465174b695f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6dccf4e26bf678ba62af399b8b56ed5b.bindPopup(popup_f4868965002fe8202737156634bf5314)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ed3bd4a261dc9c87ef3fa0f66ee1739 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_df99316a7ecf7481339f9e4eaf48aac0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_762fd98abcb00d770beadb42fa26919e = $(`&lt;div id=&quot;html_762fd98abcb00d770beadb42fa26919e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 417.35&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_df99316a7ecf7481339f9e4eaf48aac0.setContent(html_762fd98abcb00d770beadb42fa26919e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ed3bd4a261dc9c87ef3fa0f66ee1739.bindPopup(popup_df99316a7ecf7481339f9e4eaf48aac0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ee1291c81d601712ac256bcad9f9843 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_10895e27df1b077da929a4298fc127e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6dbbedfa6897c43e002807a93b9df1f6 = $(`&lt;div id=&quot;html_6dbbedfa6897c43e002807a93b9df1f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 177.02&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_10895e27df1b077da929a4298fc127e8.setContent(html_6dbbedfa6897c43e002807a93b9df1f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ee1291c81d601712ac256bcad9f9843.bindPopup(popup_10895e27df1b077da929a4298fc127e8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_701b93ae4e0f07e705ea8c6dabcdb105 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2f74514fc3d40b9137593d11f2206d70);\n",
              "        \n",
              "    \n",
              "        var popup_a8142df240b07cdadbed1d70fdfaa086 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ad72517ed1974a886293d5e4418f27a = $(`&lt;div id=&quot;html_5ad72517ed1974a886293d5e4418f27a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2010-01-01&lt;br&gt;Incidence: 109.43&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a8142df240b07cdadbed1d70fdfaa086.setContent(html_5ad72517ed1974a886293d5e4418f27a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_701b93ae4e0f07e705ea8c6dabcdb105.bindPopup(popup_a8142df240b07cdadbed1d70fdfaa086)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_825526b5f26f5213e586377a87f14f33 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_442f26c51ece26e5aacc7a5d67da3a74 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_1cf56b7cf75c20e2f878d476aa834056 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb301358a95fa797d6a3a4aea0bdf5ea = $(`&lt;div id=&quot;html_bb301358a95fa797d6a3a4aea0bdf5ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1cf56b7cf75c20e2f878d476aa834056.setContent(html_bb301358a95fa797d6a3a4aea0bdf5ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_442f26c51ece26e5aacc7a5d67da3a74.bindPopup(popup_1cf56b7cf75c20e2f878d476aa834056)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_831ac9abf6ed4edb2061115e8aa90e50 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_12715fe39e4794abf55b6590497712d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b9d59707fc94c7ff017d66ecaeee520f = $(`&lt;div id=&quot;html_b9d59707fc94c7ff017d66ecaeee520f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 175.99&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_12715fe39e4794abf55b6590497712d8.setContent(html_b9d59707fc94c7ff017d66ecaeee520f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_831ac9abf6ed4edb2061115e8aa90e50.bindPopup(popup_12715fe39e4794abf55b6590497712d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f12050a9e3235b1aa3a02bde1df91068 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_c76e293fc3a83f4315df7fe5fd9c35f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7591cc7772bac3ef0c98bd87faac7043 = $(`&lt;div id=&quot;html_7591cc7772bac3ef0c98bd87faac7043&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 370.11&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c76e293fc3a83f4315df7fe5fd9c35f7.setContent(html_7591cc7772bac3ef0c98bd87faac7043);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f12050a9e3235b1aa3a02bde1df91068.bindPopup(popup_c76e293fc3a83f4315df7fe5fd9c35f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2999be61f3c44f19cc9f7cbe8c3c9fe9 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_0c3477054c9b81ab7447257f0d2b3a53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_78af3ae421544fe1b5400f847545e281 = $(`&lt;div id=&quot;html_78af3ae421544fe1b5400f847545e281&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.51&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0c3477054c9b81ab7447257f0d2b3a53.setContent(html_78af3ae421544fe1b5400f847545e281);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2999be61f3c44f19cc9f7cbe8c3c9fe9.bindPopup(popup_0c3477054c9b81ab7447257f0d2b3a53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e3189c7e1eb8c1aac6dc76e598f655a = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_f379a22ffffd5d9c9aea5a75de096d00 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_519280820649735066d71cd128340b05 = $(`&lt;div id=&quot;html_519280820649735066d71cd128340b05&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 539.56&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f379a22ffffd5d9c9aea5a75de096d00.setContent(html_519280820649735066d71cd128340b05);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e3189c7e1eb8c1aac6dc76e598f655a.bindPopup(popup_f379a22ffffd5d9c9aea5a75de096d00)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd4458b6c741c37292691f9d9e7874a8 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_45145037c3761c5cb0d9bb521bdc8d8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73e11aad1818618adc990f82a63dd406 = $(`&lt;div id=&quot;html_73e11aad1818618adc990f82a63dd406&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 184.15&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_45145037c3761c5cb0d9bb521bdc8d8b.setContent(html_73e11aad1818618adc990f82a63dd406);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd4458b6c741c37292691f9d9e7874a8.bindPopup(popup_45145037c3761c5cb0d9bb521bdc8d8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3a546c5f52ff32249a03c12817c94fb0 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_96d92e17c9da217118353ce4958496fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96bb8f3031782323436f7dd2e83def31 = $(`&lt;div id=&quot;html_96bb8f3031782323436f7dd2e83def31&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 265.1&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_96d92e17c9da217118353ce4958496fe.setContent(html_96bb8f3031782323436f7dd2e83def31);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3a546c5f52ff32249a03c12817c94fb0.bindPopup(popup_96d92e17c9da217118353ce4958496fe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1486bf42249b283303d0dceaf5562580 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_0de01fbc624c97fd70b8d6ca467dd139 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3aaedbc639b67d3924b0b22de08b50e3 = $(`&lt;div id=&quot;html_3aaedbc639b67d3924b0b22de08b50e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 419.33&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_0de01fbc624c97fd70b8d6ca467dd139.setContent(html_3aaedbc639b67d3924b0b22de08b50e3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1486bf42249b283303d0dceaf5562580.bindPopup(popup_0de01fbc624c97fd70b8d6ca467dd139)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_30b5fe68ecc665782bf47b6c318f10f3 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_37f0e93d544b9996b153e3c46d79514a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_18e789ec9481fe787d427a70b85082c8 = $(`&lt;div id=&quot;html_18e789ec9481fe787d427a70b85082c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 210.48&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_37f0e93d544b9996b153e3c46d79514a.setContent(html_18e789ec9481fe787d427a70b85082c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30b5fe68ecc665782bf47b6c318f10f3.bindPopup(popup_37f0e93d544b9996b153e3c46d79514a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a81c271a16f337145c86ffa2b5d6cf33 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_804567c580fc5c01b444ee7703f7ee91 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4f2382598ed41c5108499b9d2484da12 = $(`&lt;div id=&quot;html_4f2382598ed41c5108499b9d2484da12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 3.42&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_804567c580fc5c01b444ee7703f7ee91.setContent(html_4f2382598ed41c5108499b9d2484da12);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a81c271a16f337145c86ffa2b5d6cf33.bindPopup(popup_804567c580fc5c01b444ee7703f7ee91)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_daa90e557d6451ab4728c97704887f89 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_1d2e109e511639659edfa346f47a350c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5004b6dba89f64bc96c922ab514b7e64 = $(`&lt;div id=&quot;html_5004b6dba89f64bc96c922ab514b7e64&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 342.4&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1d2e109e511639659edfa346f47a350c.setContent(html_5004b6dba89f64bc96c922ab514b7e64);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_daa90e557d6451ab4728c97704887f89.bindPopup(popup_1d2e109e511639659edfa346f47a350c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_758200560f77b13635abddbdbef43ae3 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_1a565a7c6960833c808243938a4d30ee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b102c6ddddd00c3925cf2abfe75eb110 = $(`&lt;div id=&quot;html_b102c6ddddd00c3925cf2abfe75eb110&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 1.83&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1a565a7c6960833c808243938a4d30ee.setContent(html_b102c6ddddd00c3925cf2abfe75eb110);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_758200560f77b13635abddbdbef43ae3.bindPopup(popup_1a565a7c6960833c808243938a4d30ee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46a794020514d2933a198567d1266386 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_5336902f5890983e8ea3b415de36fea1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5cb860bd33f4018a1a00a77cd99ebedb = $(`&lt;div id=&quot;html_5cb860bd33f4018a1a00a77cd99ebedb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 212.72&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5336902f5890983e8ea3b415de36fea1.setContent(html_5cb860bd33f4018a1a00a77cd99ebedb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46a794020514d2933a198567d1266386.bindPopup(popup_5336902f5890983e8ea3b415de36fea1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4bfb0c67956615e5196f170d5d55f10f = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_2f5fb5674867e8e7788834ff4a29bb56 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2338447030a3edbb14cdde9be39b15af = $(`&lt;div id=&quot;html_2338447030a3edbb14cdde9be39b15af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 379.52&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_2f5fb5674867e8e7788834ff4a29bb56.setContent(html_2338447030a3edbb14cdde9be39b15af);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4bfb0c67956615e5196f170d5d55f10f.bindPopup(popup_2f5fb5674867e8e7788834ff4a29bb56)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0e09a229c71d77358bd5bcd80c936cdc = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_cafe8e988d632ebe723d964f459559d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_75c17b58380e0a3bbaf4cbbb6a0f545a = $(`&lt;div id=&quot;html_75c17b58380e0a3bbaf4cbbb6a0f545a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 426.9&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_cafe8e988d632ebe723d964f459559d9.setContent(html_75c17b58380e0a3bbaf4cbbb6a0f545a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0e09a229c71d77358bd5bcd80c936cdc.bindPopup(popup_cafe8e988d632ebe723d964f459559d9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a18aaa98116cb6682d995c166b66e193 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_4b2ecf63788bd08a67340a37385be9da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b2b86f62b021eee75a1dac05eb7cb9d = $(`&lt;div id=&quot;html_1b2b86f62b021eee75a1dac05eb7cb9d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 140.55&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4b2ecf63788bd08a67340a37385be9da.setContent(html_1b2b86f62b021eee75a1dac05eb7cb9d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a18aaa98116cb6682d995c166b66e193.bindPopup(popup_4b2ecf63788bd08a67340a37385be9da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b00a4ed267e664c2851fe534c85b30b = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_a0b0f99a19b81e33d14a9e7b5831d731 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_819773af2b1be72f2f00a2a9d61d2b97 = $(`&lt;div id=&quot;html_819773af2b1be72f2f00a2a9d61d2b97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 67.86&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a0b0f99a19b81e33d14a9e7b5831d731.setContent(html_819773af2b1be72f2f00a2a9d61d2b97);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b00a4ed267e664c2851fe534c85b30b.bindPopup(popup_a0b0f99a19b81e33d14a9e7b5831d731)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_217421b6c28e725e0b096ff90aee7356 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_fd06c05dbc8651dde8a66bc25195ec60 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4f3e26ac23b343cec0070403ac4b0425 = $(`&lt;div id=&quot;html_4f3e26ac23b343cec0070403ac4b0425&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 67.86&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fd06c05dbc8651dde8a66bc25195ec60.setContent(html_4f3e26ac23b343cec0070403ac4b0425);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_217421b6c28e725e0b096ff90aee7356.bindPopup(popup_fd06c05dbc8651dde8a66bc25195ec60)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_268a985dccee6fbb3695935fc7eee76d = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_74018da4c0520b0b260bdda64108a30f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a39c1da931b92a0bd391b940c3daa849 = $(`&lt;div id=&quot;html_a39c1da931b92a0bd391b940c3daa849&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 330.41&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_74018da4c0520b0b260bdda64108a30f.setContent(html_a39c1da931b92a0bd391b940c3daa849);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_268a985dccee6fbb3695935fc7eee76d.bindPopup(popup_74018da4c0520b0b260bdda64108a30f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ac3cc65c070079999b4d6919872b6970 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_2634c609d3b1e433186276b4ce4ce6b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8280f33b2e8da32e6ebfbe80e21d1898 = $(`&lt;div id=&quot;html_8280f33b2e8da32e6ebfbe80e21d1898&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_2634c609d3b1e433186276b4ce4ce6b4.setContent(html_8280f33b2e8da32e6ebfbe80e21d1898);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ac3cc65c070079999b4d6919872b6970.bindPopup(popup_2634c609d3b1e433186276b4ce4ce6b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b49752757ba9aad19aa63c4156338ed = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bbdd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bbdd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_61249f41395eebd779bfe90b3c6b0772 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f03ef7b5a34d52b82914491ba90f263b = $(`&lt;div id=&quot;html_f03ef7b5a34d52b82914491ba90f263b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 36.55&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_61249f41395eebd779bfe90b3c6b0772.setContent(html_f03ef7b5a34d52b82914491ba90f263b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b49752757ba9aad19aa63c4156338ed.bindPopup(popup_61249f41395eebd779bfe90b3c6b0772)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_acdefdeae15c64c13efd1782b7cd6f58 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_6979322e69e3ed689f5a3578339e8a65 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_502d80deb7f3505d0ed0463c833cc2b8 = $(`&lt;div id=&quot;html_502d80deb7f3505d0ed0463c833cc2b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_6979322e69e3ed689f5a3578339e8a65.setContent(html_502d80deb7f3505d0ed0463c833cc2b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_acdefdeae15c64c13efd1782b7cd6f58.bindPopup(popup_6979322e69e3ed689f5a3578339e8a65)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_599d0e8462df067b69d7fa4f5ac2a3e8 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_3d7a5654688229a0594b3e8484d2e6f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1445c19f5e59ab6fb853b0e71ddeb466 = $(`&lt;div id=&quot;html_1445c19f5e59ab6fb853b0e71ddeb466&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 389.92&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_3d7a5654688229a0594b3e8484d2e6f5.setContent(html_1445c19f5e59ab6fb853b0e71ddeb466);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_599d0e8462df067b69d7fa4f5ac2a3e8.bindPopup(popup_3d7a5654688229a0594b3e8484d2e6f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_693868c1aa4ab78a67ed3fc83995d255 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_a28ab71562e3fb748961fc9bb1ff471e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5f73546a86033c9fe2b29c555cb665fb = $(`&lt;div id=&quot;html_5f73546a86033c9fe2b29c555cb665fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 2.13&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a28ab71562e3fb748961fc9bb1ff471e.setContent(html_5f73546a86033c9fe2b29c555cb665fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_693868c1aa4ab78a67ed3fc83995d255.bindPopup(popup_a28ab71562e3fb748961fc9bb1ff471e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fd1091019d0678e1da42cba4bd9382ba = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_cdf873fb36caa4e81c1785d5e3d17f53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0cf0b8bd869cb1505a8fa4d2345790a9 = $(`&lt;div id=&quot;html_0cf0b8bd869cb1505a8fa4d2345790a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 427.88&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_cdf873fb36caa4e81c1785d5e3d17f53.setContent(html_0cf0b8bd869cb1505a8fa4d2345790a9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fd1091019d0678e1da42cba4bd9382ba.bindPopup(popup_cdf873fb36caa4e81c1785d5e3d17f53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1517151880b7a3d2ec64f08f9c657ef9 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_dc1ddc829e389d756d8182987ba198be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b7947ea493d027a2026668350992fd6f = $(`&lt;div id=&quot;html_b7947ea493d027a2026668350992fd6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 372.56&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_dc1ddc829e389d756d8182987ba198be.setContent(html_b7947ea493d027a2026668350992fd6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1517151880b7a3d2ec64f08f9c657ef9.bindPopup(popup_dc1ddc829e389d756d8182987ba198be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e429d5951bb685e71f34f500ea8b52e3 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c9e400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c9e400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_268ad09f8f9d58baa211870da712f4b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64e2c57d8a1429409de5dfd8f582268b = $(`&lt;div id=&quot;html_64e2c57d8a1429409de5dfd8f582268b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 39.29&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_268ad09f8f9d58baa211870da712f4b4.setContent(html_64e2c57d8a1429409de5dfd8f582268b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e429d5951bb685e71f34f500ea8b52e3.bindPopup(popup_268ad09f8f9d58baa211870da712f4b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_908665dfe30bbd1b2a3db391f12d738f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eaf500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eaf500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_2ae01cd70ebb0806c1309e11a43cc7ee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d7df75064e7999add2955e21fd93eb5b = $(`&lt;div id=&quot;html_d7df75064e7999add2955e21fd93eb5b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 45.75&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2ae01cd70ebb0806c1309e11a43cc7ee.setContent(html_d7df75064e7999add2955e21fd93eb5b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_908665dfe30bbd1b2a3db391f12d738f.bindPopup(popup_2ae01cd70ebb0806c1309e11a43cc7ee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_69195056fd638005b2ad4063aed225a6 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffff00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffff00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_6c88cce42084907a9d8192c3f641f8bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2e48ce9a178fd5e1b05eda97b383d42 = $(`&lt;div id=&quot;html_f2e48ce9a178fd5e1b05eda97b383d42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 49.91&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6c88cce42084907a9d8192c3f641f8bf.setContent(html_f2e48ce9a178fd5e1b05eda97b383d42);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_69195056fd638005b2ad4063aed225a6.bindPopup(popup_6c88cce42084907a9d8192c3f641f8bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af7672bf03fb5446b3c17f609e129c57 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffff00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffff00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_2cec7c4abddd1226bde511a1d68ddaf7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_978471a9642c3f6392734da6e5b8ad42 = $(`&lt;div id=&quot;html_978471a9642c3f6392734da6e5b8ad42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 49.91&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2cec7c4abddd1226bde511a1d68ddaf7.setContent(html_978471a9642c3f6392734da6e5b8ad42);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af7672bf03fb5446b3c17f609e129c57.bindPopup(popup_2cec7c4abddd1226bde511a1d68ddaf7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_459640ca86a1dfdcdccd563b431c627b = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_1b36842d0f98479048d5404c65f8fa79 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae6ba33d1b5f0d8a3986425337cc8391 = $(`&lt;div id=&quot;html_ae6ba33d1b5f0d8a3986425337cc8391&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 453.65&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1b36842d0f98479048d5404c65f8fa79.setContent(html_ae6ba33d1b5f0d8a3986425337cc8391);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_459640ca86a1dfdcdccd563b431c627b.bindPopup(popup_1b36842d0f98479048d5404c65f8fa79)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bdebd29bc5f982fd4d29db3c599a0b0f = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7cbe00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7cbe00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_252fe2df9f6bfa9f0094f16dfc35db8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64a611fb76227853cc796d404e060b3e = $(`&lt;div id=&quot;html_64a611fb76227853cc796d404e060b3e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 24.35&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_252fe2df9f6bfa9f0094f16dfc35db8a.setContent(html_64a611fb76227853cc796d404e060b3e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bdebd29bc5f982fd4d29db3c599a0b0f.bindPopup(popup_252fe2df9f6bfa9f0094f16dfc35db8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e3fb737278c57404b3002073bec63d9c = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_b9593fadb823188c4f04b5e845de066d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d683a31700b6a62dad7937eec4979ba4 = $(`&lt;div id=&quot;html_d683a31700b6a62dad7937eec4979ba4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 1.9&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b9593fadb823188c4f04b5e845de066d.setContent(html_d683a31700b6a62dad7937eec4979ba4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e3fb737278c57404b3002073bec63d9c.bindPopup(popup_b9593fadb823188c4f04b5e845de066d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_da7a799b7c15ead5fe693f28ef24cf4a = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_fec36d108494b705a97faaecfefba727 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b79cc28d513c154624ecd62b8d63414 = $(`&lt;div id=&quot;html_5b79cc28d513c154624ecd62b8d63414&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 235.87&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fec36d108494b705a97faaecfefba727.setContent(html_5b79cc28d513c154624ecd62b8d63414);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_da7a799b7c15ead5fe693f28ef24cf4a.bindPopup(popup_fec36d108494b705a97faaecfefba727)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_665f9b10153a59c7eeef0f63d5c64db7 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#99cc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#99cc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_61af5e34db21e475e5e72bbab500145c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_acd66ce6af10209a2a277e1b0ebad7f2 = $(`&lt;div id=&quot;html_acd66ce6af10209a2a277e1b0ebad7f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 29.97&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_61af5e34db21e475e5e72bbab500145c.setContent(html_acd66ce6af10209a2a277e1b0ebad7f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_665f9b10153a59c7eeef0f63d5c64db7.bindPopup(popup_61af5e34db21e475e5e72bbab500145c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cb1ad1c0778269006dc5d589a467c4bf = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_0af4ba6f1540c8b1077928b9e59da497 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6f63cb32e22640399c7ec02a96d69ed5 = $(`&lt;div id=&quot;html_6f63cb32e22640399c7ec02a96d69ed5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 313.4&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0af4ba6f1540c8b1077928b9e59da497.setContent(html_6f63cb32e22640399c7ec02a96d69ed5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cb1ad1c0778269006dc5d589a467c4bf.bindPopup(popup_0af4ba6f1540c8b1077928b9e59da497)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_73fd9b3a5f53d514d48f7bb134487e24 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_793f29904ef256d2806077c967c37243 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b23fe866eb22380c18adb178ebc5399c = $(`&lt;div id=&quot;html_b23fe866eb22380c18adb178ebc5399c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 313.4&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_793f29904ef256d2806077c967c37243.setContent(html_b23fe866eb22380c18adb178ebc5399c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_73fd9b3a5f53d514d48f7bb134487e24.bindPopup(popup_793f29904ef256d2806077c967c37243)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a6a424f8222675777bfec3e6d30676f3 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_71906321e6e47d967315a9416fb8e63c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2d96446efc1a7bb0dc2c58987fdfa1dd = $(`&lt;div id=&quot;html_2d96446efc1a7bb0dc2c58987fdfa1dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 385.7&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_71906321e6e47d967315a9416fb8e63c.setContent(html_2d96446efc1a7bb0dc2c58987fdfa1dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a6a424f8222675777bfec3e6d30676f3.bindPopup(popup_71906321e6e47d967315a9416fb8e63c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_07f9a1f6e278e05c06109aca4a6eb6c5 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_7caf66e38b87ecc46136eea0758e9142 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c3da978e9d7534922d9bc87d2936027 = $(`&lt;div id=&quot;html_7c3da978e9d7534922d9bc87d2936027&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 186.7&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7caf66e38b87ecc46136eea0758e9142.setContent(html_7c3da978e9d7534922d9bc87d2936027);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_07f9a1f6e278e05c06109aca4a6eb6c5.bindPopup(popup_7caf66e38b87ecc46136eea0758e9142)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ac818c06c5f294b12935808d9eb12b97 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_825526b5f26f5213e586377a87f14f33);\n",
              "        \n",
              "    \n",
              "        var popup_9cdf3e1db20c9411df29f2f5c5d3d581 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_080e2cbee42149e00f5ca42a09d2556c = $(`&lt;div id=&quot;html_080e2cbee42149e00f5ca42a09d2556c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2011-01-01&lt;br&gt;Incidence: 70.68&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9cdf3e1db20c9411df29f2f5c5d3d581.setContent(html_080e2cbee42149e00f5ca42a09d2556c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ac818c06c5f294b12935808d9eb12b97.bindPopup(popup_9cdf3e1db20c9411df29f2f5c5d3d581)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_63efc83e16bb93529da515085c5b2ab5 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_166fa46c98cb43f49d6a5c2620276700 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_819bb781da90c0db2f0a900384bfbee1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4c5f2aa1a0bb809e2d6dc780f5b7d06 = $(`&lt;div id=&quot;html_f4c5f2aa1a0bb809e2d6dc780f5b7d06&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.03&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_819bb781da90c0db2f0a900384bfbee1.setContent(html_f4c5f2aa1a0bb809e2d6dc780f5b7d06);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_166fa46c98cb43f49d6a5c2620276700.bindPopup(popup_819bb781da90c0db2f0a900384bfbee1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_71ef211bc46bef63a610b024928c11d7 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_da56101eccef550090dce93b14eef2d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5be16fbeb4ccf65c87e9c007792d70a9 = $(`&lt;div id=&quot;html_5be16fbeb4ccf65c87e9c007792d70a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 174.43&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_da56101eccef550090dce93b14eef2d2.setContent(html_5be16fbeb4ccf65c87e9c007792d70a9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_71ef211bc46bef63a610b024928c11d7.bindPopup(popup_da56101eccef550090dce93b14eef2d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_561f1561d290943530f692776eb6f312 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_eea049e2d496eb9b726b3d78a42a1c05 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_92f9d8cce2dccfb511e479d1dbe6e6a8 = $(`&lt;div id=&quot;html_92f9d8cce2dccfb511e479d1dbe6e6a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 378.03&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_eea049e2d496eb9b726b3d78a42a1c05.setContent(html_92f9d8cce2dccfb511e479d1dbe6e6a8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_561f1561d290943530f692776eb6f312.bindPopup(popup_eea049e2d496eb9b726b3d78a42a1c05)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7872fed1337dff0eacc6758177fe6a56 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_5dd8c4b1706473817b96b7ecc794f37a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_87812671ac823e347f7d989a2186480f = $(`&lt;div id=&quot;html_87812671ac823e347f7d989a2186480f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.22&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5dd8c4b1706473817b96b7ecc794f37a.setContent(html_87812671ac823e347f7d989a2186480f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7872fed1337dff0eacc6758177fe6a56.bindPopup(popup_5dd8c4b1706473817b96b7ecc794f37a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_24dc5cdd7b64b098cbca5e45a27d831a = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_4da2824fa27b57580bf264104bf27a6f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ce2ad672fe20b5c3705f2c91aeb3224 = $(`&lt;div id=&quot;html_6ce2ad672fe20b5c3705f2c91aeb3224&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 527.54&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_4da2824fa27b57580bf264104bf27a6f.setContent(html_6ce2ad672fe20b5c3705f2c91aeb3224);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_24dc5cdd7b64b098cbca5e45a27d831a.bindPopup(popup_4da2824fa27b57580bf264104bf27a6f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_593c5bacf6bf6894cb9c9bdce073adec = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_8a3c5f2000adb8b2a3f6dfad6fe102e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_face974b0744155f0ac70113cb7c8c84 = $(`&lt;div id=&quot;html_face974b0744155f0ac70113cb7c8c84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 153.93&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8a3c5f2000adb8b2a3f6dfad6fe102e1.setContent(html_face974b0744155f0ac70113cb7c8c84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_593c5bacf6bf6894cb9c9bdce073adec.bindPopup(popup_8a3c5f2000adb8b2a3f6dfad6fe102e1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2987dbcd7f7b2b36ceef07aca3ba6c2b = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_444d17c4a8548dfa3c40d0b3edcba216 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3296469256f3bd39f08ecf4a46afc1db = $(`&lt;div id=&quot;html_3296469256f3bd39f08ecf4a46afc1db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 245.13&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_444d17c4a8548dfa3c40d0b3edcba216.setContent(html_3296469256f3bd39f08ecf4a46afc1db);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2987dbcd7f7b2b36ceef07aca3ba6c2b.bindPopup(popup_444d17c4a8548dfa3c40d0b3edcba216)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_264d475c7c4920572c4891ef4dcdcbfb = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_a923f729efcddc5e4a32c7998e4bb03c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_71616d0bd9264d5c081b7e039f0d2c71 = $(`&lt;div id=&quot;html_71616d0bd9264d5c081b7e039f0d2c71&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 413.09&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a923f729efcddc5e4a32c7998e4bb03c.setContent(html_71616d0bd9264d5c081b7e039f0d2c71);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_264d475c7c4920572c4891ef4dcdcbfb.bindPopup(popup_a923f729efcddc5e4a32c7998e4bb03c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9957ae70c6674ceabbf92dba572b59ba = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_08c05efcd418fecde5743a8393358282 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0ccb16b9823977b15aea1960f679e2f = $(`&lt;div id=&quot;html_b0ccb16b9823977b15aea1960f679e2f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 195.34&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_08c05efcd418fecde5743a8393358282.setContent(html_b0ccb16b9823977b15aea1960f679e2f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9957ae70c6674ceabbf92dba572b59ba.bindPopup(popup_08c05efcd418fecde5743a8393358282)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_381c3c5d592e96175afe934b771ff5dc = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_33f9af16e1e2e195ca61416336cded46 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3b8a0003adc3585158d678bab8da6ea8 = $(`&lt;div id=&quot;html_3b8a0003adc3585158d678bab8da6ea8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 3.31&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_33f9af16e1e2e195ca61416336cded46.setContent(html_3b8a0003adc3585158d678bab8da6ea8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_381c3c5d592e96175afe934b771ff5dc.bindPopup(popup_33f9af16e1e2e195ca61416336cded46)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a9bbb2e7c7e35777715109f1c6c0a17 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_51cd9f2083960a7d4ff66012c6c51539 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_534b7a3964715bfb7dc2d789c2581461 = $(`&lt;div id=&quot;html_534b7a3964715bfb7dc2d789c2581461&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 357.75&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_51cd9f2083960a7d4ff66012c6c51539.setContent(html_534b7a3964715bfb7dc2d789c2581461);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a9bbb2e7c7e35777715109f1c6c0a17.bindPopup(popup_51cd9f2083960a7d4ff66012c6c51539)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_88b4d99aee8129dddf8a3d8eb97bb6b1 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#098500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#098500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_45d248ecef58669cfa807f8785b6e0a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3fb43b1cc2acbab613eb9af5e4ce9410 = $(`&lt;div id=&quot;html_3fb43b1cc2acbab613eb9af5e4ce9410&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 1.86&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_45d248ecef58669cfa807f8785b6e0a9.setContent(html_3fb43b1cc2acbab613eb9af5e4ce9410);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_88b4d99aee8129dddf8a3d8eb97bb6b1.bindPopup(popup_45d248ecef58669cfa807f8785b6e0a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d8a2ba6ad1d3d907b5e284d328af43f = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_3dcec83b5e17ab22feff99da23c83796 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a3ecc0303c8841a1758ccbd51c013663 = $(`&lt;div id=&quot;html_a3ecc0303c8841a1758ccbd51c013663&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 245.53&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3dcec83b5e17ab22feff99da23c83796.setContent(html_a3ecc0303c8841a1758ccbd51c013663);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d8a2ba6ad1d3d907b5e284d328af43f.bindPopup(popup_3dcec83b5e17ab22feff99da23c83796)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e00bfb32c39497b0afa383ba7f08a941 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_60e8277b44d0adad2dd4db1b6a34824c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1fbfc932c2d346d6804fc313a091d23 = $(`&lt;div id=&quot;html_c1fbfc932c2d346d6804fc313a091d23&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 374.29&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_60e8277b44d0adad2dd4db1b6a34824c.setContent(html_c1fbfc932c2d346d6804fc313a091d23);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e00bfb32c39497b0afa383ba7f08a941.bindPopup(popup_60e8277b44d0adad2dd4db1b6a34824c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f82e3a0c319e3a4079d8aab14c8a48c = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_a91cd0cad56e3a83898b3892235b9bd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e08de6dd9ff5bd1089443ea874d66f6c = $(`&lt;div id=&quot;html_e08de6dd9ff5bd1089443ea874d66f6c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 427.8&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a91cd0cad56e3a83898b3892235b9bd2.setContent(html_e08de6dd9ff5bd1089443ea874d66f6c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f82e3a0c319e3a4079d8aab14c8a48c.bindPopup(popup_a91cd0cad56e3a83898b3892235b9bd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_24b2d7c18a5a04eb8ce89f91da476233 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_38f64693fe6fdf9d5cef5ecb371f4d24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5103cccbdba1dab6b98d8022e90351ed = $(`&lt;div id=&quot;html_5103cccbdba1dab6b98d8022e90351ed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 128.75&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_38f64693fe6fdf9d5cef5ecb371f4d24.setContent(html_5103cccbdba1dab6b98d8022e90351ed);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_24b2d7c18a5a04eb8ce89f91da476233.bindPopup(popup_38f64693fe6fdf9d5cef5ecb371f4d24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3236a1ede651de4590119d8b6aed6c89 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_a729df5f1c4017038350493a67e54945 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a54fa482a88874d70448d9ac0841df1 = $(`&lt;div id=&quot;html_2a54fa482a88874d70448d9ac0841df1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 73.36&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a729df5f1c4017038350493a67e54945.setContent(html_2a54fa482a88874d70448d9ac0841df1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3236a1ede651de4590119d8b6aed6c89.bindPopup(popup_a729df5f1c4017038350493a67e54945)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bb2b36d3b4da75ccd6ae67674b9b8780 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_40fbaa097e986048cad500f5b8b0a632 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b5e00ef6a32a9d583508946b09e819ab = $(`&lt;div id=&quot;html_b5e00ef6a32a9d583508946b09e819ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 73.36&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_40fbaa097e986048cad500f5b8b0a632.setContent(html_b5e00ef6a32a9d583508946b09e819ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bb2b36d3b4da75ccd6ae67674b9b8780.bindPopup(popup_40fbaa097e986048cad500f5b8b0a632)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b2d2bdfb7ec63bac0a17dace539c046 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_04eadec393cf02e439a1e27e6ce85358 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a84612f2aa0356661b7636e3dff4889 = $(`&lt;div id=&quot;html_3a84612f2aa0356661b7636e3dff4889&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 307.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_04eadec393cf02e439a1e27e6ce85358.setContent(html_3a84612f2aa0356661b7636e3dff4889);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b2d2bdfb7ec63bac0a17dace539c046.bindPopup(popup_04eadec393cf02e439a1e27e6ce85358)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6d77e06315a7bd6305fcbd3b8280800b = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_a4271baa6cac05536b5a8735d10de09d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_525fba2984e5a6b8fbde8f2a9753d025 = $(`&lt;div id=&quot;html_525fba2984e5a6b8fbde8f2a9753d025&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a4271baa6cac05536b5a8735d10de09d.setContent(html_525fba2984e5a6b8fbde8f2a9753d025);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6d77e06315a7bd6305fcbd3b8280800b.bindPopup(popup_a4271baa6cac05536b5a8735d10de09d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ab8f05248015a7371c51ee931f561883 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_ac29c350875011cf3d7b2d3e2b51bdd6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7bbda257191f28a0db20a7bb0bec4ab0 = $(`&lt;div id=&quot;html_7bbda257191f28a0db20a7bb0bec4ab0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 71.36&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ac29c350875011cf3d7b2d3e2b51bdd6.setContent(html_7bbda257191f28a0db20a7bb0bec4ab0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ab8f05248015a7371c51ee931f561883.bindPopup(popup_ac29c350875011cf3d7b2d3e2b51bdd6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ab0199337ddbe68bcc4d6251ffeb2643 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_1882ee0c1c7c2fd81816c7ed42f9c4fd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8050bf0997df991a948521f2972ee01a = $(`&lt;div id=&quot;html_8050bf0997df991a948521f2972ee01a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1882ee0c1c7c2fd81816c7ed42f9c4fd.setContent(html_8050bf0997df991a948521f2972ee01a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ab0199337ddbe68bcc4d6251ffeb2643.bindPopup(popup_1882ee0c1c7c2fd81816c7ed42f9c4fd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5614ff8ef719cf4cc5f32163f81b66a1 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_c6a49ba393c110bd639e91433b90dd0f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e216a53eb444ca2297b13b15adff06bf = $(`&lt;div id=&quot;html_e216a53eb444ca2297b13b15adff06bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 381.78&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c6a49ba393c110bd639e91433b90dd0f.setContent(html_e216a53eb444ca2297b13b15adff06bf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5614ff8ef719cf4cc5f32163f81b66a1.bindPopup(popup_c6a49ba393c110bd639e91433b90dd0f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26daa1409c31bda7e859599d4c9b73bc = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_022d6f7ceed89de9d1b8e903897fbc27 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4d8bc702270df86283172b63b5253030 = $(`&lt;div id=&quot;html_4d8bc702270df86283172b63b5253030&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 3.36&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_022d6f7ceed89de9d1b8e903897fbc27.setContent(html_4d8bc702270df86283172b63b5253030);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26daa1409c31bda7e859599d4c9b73bc.bindPopup(popup_022d6f7ceed89de9d1b8e903897fbc27)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_298a0967ed5497def1e3b704303edb28 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_497c7cfc22291bae310585a535d6933e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e99debdd60fab08d4ee431345a107e9 = $(`&lt;div id=&quot;html_1e99debdd60fab08d4ee431345a107e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 430.51&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_497c7cfc22291bae310585a535d6933e.setContent(html_1e99debdd60fab08d4ee431345a107e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_298a0967ed5497def1e3b704303edb28.bindPopup(popup_497c7cfc22291bae310585a535d6933e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_16048e0ce2b12d09644cebf08fc81aae = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_a0729796e80cc5f4569ba15f05037b53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e43b025f3b8aa58e03fa471dc3a4be7e = $(`&lt;div id=&quot;html_e43b025f3b8aa58e03fa471dc3a4be7e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 347.74&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a0729796e80cc5f4569ba15f05037b53.setContent(html_e43b025f3b8aa58e03fa471dc3a4be7e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_16048e0ce2b12d09644cebf08fc81aae.bindPopup(popup_a0729796e80cc5f4569ba15f05037b53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_07f1ce07dc277a747d1a9bcff0e25221 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_a9e959e290ce575fad95e7b63df8c6f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dabfe4689686acd080459c9ccfb9b09b = $(`&lt;div id=&quot;html_dabfe4689686acd080459c9ccfb9b09b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 71.46&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a9e959e290ce575fad95e7b63df8c6f9.setContent(html_dabfe4689686acd080459c9ccfb9b09b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_07f1ce07dc277a747d1a9bcff0e25221.bindPopup(popup_a9e959e290ce575fad95e7b63df8c6f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eeebcd5714b28ea4a6dd935d7615db91 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_69576c190f6f1868e160ca11bfbb7f61 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d911e0f1807a1dd93774d4c74c657311 = $(`&lt;div id=&quot;html_d911e0f1807a1dd93774d4c74c657311&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 56.8&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_69576c190f6f1868e160ca11bfbb7f61.setContent(html_d911e0f1807a1dd93774d4c74c657311);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eeebcd5714b28ea4a6dd935d7615db91.bindPopup(popup_69576c190f6f1868e160ca11bfbb7f61)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c7728e020899b94407a5fe48d982e42c = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_3025ecbac3cc1fe86721eab07437325c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ad3466d01cc1f95da42de08bddc8c9f = $(`&lt;div id=&quot;html_9ad3466d01cc1f95da42de08bddc8c9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 56.92&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3025ecbac3cc1fe86721eab07437325c.setContent(html_9ad3466d01cc1f95da42de08bddc8c9f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c7728e020899b94407a5fe48d982e42c.bindPopup(popup_3025ecbac3cc1fe86721eab07437325c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cee6a2cddb4239ad646e41d340e40077 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_57bab43964dafe23451e6e63715b2885 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c66c9838e744db3ce1a63448a7da144 = $(`&lt;div id=&quot;html_7c66c9838e744db3ce1a63448a7da144&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 56.92&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_57bab43964dafe23451e6e63715b2885.setContent(html_7c66c9838e744db3ce1a63448a7da144);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cee6a2cddb4239ad646e41d340e40077.bindPopup(popup_57bab43964dafe23451e6e63715b2885)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_abd8c8c6e7b39daf2537054d71453a5e = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_d36e7e40103036b0bda90cc7b4445faa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c147d229dcf8fba59d5a9e1aaa31a173 = $(`&lt;div id=&quot;html_c147d229dcf8fba59d5a9e1aaa31a173&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 447.47&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d36e7e40103036b0bda90cc7b4445faa.setContent(html_c147d229dcf8fba59d5a9e1aaa31a173);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_abd8c8c6e7b39daf2537054d71453a5e.bindPopup(popup_d36e7e40103036b0bda90cc7b4445faa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2478047db23efe6f8d7ee6b3595db454 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7dbe00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7dbe00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_ab38cba0efe87d48075fb8647c33a5be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6ec0ea37ed3f5f4e4fd1061819fcb72 = $(`&lt;div id=&quot;html_a6ec0ea37ed3f5f4e4fd1061819fcb72&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 24.45&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ab38cba0efe87d48075fb8647c33a5be.setContent(html_a6ec0ea37ed3f5f4e4fd1061819fcb72);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2478047db23efe6f8d7ee6b3595db454.bindPopup(popup_ab38cba0efe87d48075fb8647c33a5be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_68a4b7aff47f09a1bac67f25335edf20 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#068300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#068300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_ee0bbb9cfbeaee55e12a9162eca549bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d59a3d9c1031d55f085c534688084934 = $(`&lt;div id=&quot;html_d59a3d9c1031d55f085c534688084934&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 1.25&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ee0bbb9cfbeaee55e12a9162eca549bd.setContent(html_d59a3d9c1031d55f085c534688084934);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_68a4b7aff47f09a1bac67f25335edf20.bindPopup(popup_ee0bbb9cfbeaee55e12a9162eca549bd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_47cb1b5c6f9328471f83a9f1183b1515 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_51d8ca87ae214d8c38e54820d857ca99 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dfd790bc82ed986bd76ba16794f0bca1 = $(`&lt;div id=&quot;html_dfd790bc82ed986bd76ba16794f0bca1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 232.68&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_51d8ca87ae214d8c38e54820d857ca99.setContent(html_dfd790bc82ed986bd76ba16794f0bca1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_47cb1b5c6f9328471f83a9f1183b1515.bindPopup(popup_51d8ca87ae214d8c38e54820d857ca99)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ecab26a59b3c839270f7cd6270708068 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9acd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9acd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_6d1fb286aae2a6ee82e4ee0549a08cf7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c86dff6ab58622c907bb68d63ff49408 = $(`&lt;div id=&quot;html_c86dff6ab58622c907bb68d63ff49408&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 30.16&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_6d1fb286aae2a6ee82e4ee0549a08cf7.setContent(html_c86dff6ab58622c907bb68d63ff49408);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ecab26a59b3c839270f7cd6270708068.bindPopup(popup_6d1fb286aae2a6ee82e4ee0549a08cf7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d4d48bbb45202cbdf10ffa7da8aa425e = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_82772cedb969e5f4fddf29066cca15d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cb694a970d0bfc9903a421f5b8be9ea3 = $(`&lt;div id=&quot;html_cb694a970d0bfc9903a421f5b8be9ea3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 349.7&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_82772cedb969e5f4fddf29066cca15d0.setContent(html_cb694a970d0bfc9903a421f5b8be9ea3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d4d48bbb45202cbdf10ffa7da8aa425e.bindPopup(popup_82772cedb969e5f4fddf29066cca15d0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f78ab00c1cd37619812ccc6f7d002f57 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_90d5db72b5b42b304371f914691331f3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_360f6b56a938731179e8787360ae2623 = $(`&lt;div id=&quot;html_360f6b56a938731179e8787360ae2623&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 349.7&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_90d5db72b5b42b304371f914691331f3.setContent(html_360f6b56a938731179e8787360ae2623);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f78ab00c1cd37619812ccc6f7d002f57.bindPopup(popup_90d5db72b5b42b304371f914691331f3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_34c80a555cd1af6c18ea1aace76ad606 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_8e3e9e216ea32614eb9429aa0aaacf61 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea71e8ff55013f113fdc6fedf208a43f = $(`&lt;div id=&quot;html_ea71e8ff55013f113fdc6fedf208a43f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 331.77&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8e3e9e216ea32614eb9429aa0aaacf61.setContent(html_ea71e8ff55013f113fdc6fedf208a43f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_34c80a555cd1af6c18ea1aace76ad606.bindPopup(popup_8e3e9e216ea32614eb9429aa0aaacf61)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_24d2d72d71c2f7c4e6e1f3bfcbf4fe3a = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_9b0fb3f04f2415c2540647968653ce44 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3ce2e4c915242be928a03c9dab77682d = $(`&lt;div id=&quot;html_3ce2e4c915242be928a03c9dab77682d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 203.08&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9b0fb3f04f2415c2540647968653ce44.setContent(html_3ce2e4c915242be928a03c9dab77682d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_24d2d72d71c2f7c4e6e1f3bfcbf4fe3a.bindPopup(popup_9b0fb3f04f2415c2540647968653ce44)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b4c11705a1e8bab22132a75b00d7f22 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_63efc83e16bb93529da515085c5b2ab5);\n",
              "        \n",
              "    \n",
              "        var popup_6d2f5d7338959589332cdea02bf95283 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7aac6be48bdee32e9b57c1f7cf687517 = $(`&lt;div id=&quot;html_7aac6be48bdee32e9b57c1f7cf687517&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2012-01-01&lt;br&gt;Incidence: 57.22&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6d2f5d7338959589332cdea02bf95283.setContent(html_7aac6be48bdee32e9b57c1f7cf687517);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b4c11705a1e8bab22132a75b00d7f22.bindPopup(popup_6d2f5d7338959589332cdea02bf95283)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_aba7e420b776e21495f51ca9ab16e630 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_6e24746dfdb0704c657fd3b2b8f1a791 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_3763a788ac2770cc0cbabd4467aca693 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_103ed02475f9ed00a777cd3081ad5ea2 = $(`&lt;div id=&quot;html_103ed02475f9ed00a777cd3081ad5ea2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_3763a788ac2770cc0cbabd4467aca693.setContent(html_103ed02475f9ed00a777cd3081ad5ea2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e24746dfdb0704c657fd3b2b8f1a791.bindPopup(popup_3763a788ac2770cc0cbabd4467aca693)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5a1ff1a0fd36e694db96a423787c477c = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_2cd169cbc1f8b7c8146811e82d653294 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1db4ddb06161e8b3e983dc27d2ab8b39 = $(`&lt;div id=&quot;html_1db4ddb06161e8b3e983dc27d2ab8b39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 180.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2cd169cbc1f8b7c8146811e82d653294.setContent(html_1db4ddb06161e8b3e983dc27d2ab8b39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5a1ff1a0fd36e694db96a423787c477c.bindPopup(popup_2cd169cbc1f8b7c8146811e82d653294)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7b9315a00667848f13973e7cbc65fed = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_ff4bf4073864e1c51c8915bd12378527 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77663f2b66958adb2a7f021bc12f3c3b = $(`&lt;div id=&quot;html_77663f2b66958adb2a7f021bc12f3c3b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 395.0&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ff4bf4073864e1c51c8915bd12378527.setContent(html_77663f2b66958adb2a7f021bc12f3c3b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7b9315a00667848f13973e7cbc65fed.bindPopup(popup_ff4bf4073864e1c51c8915bd12378527)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_09dc70ddfc70da3e0595a2d2706c378f = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_e7f741b4a328037dd75ca90d37986fe5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19695794d1e1b76af3f6a8b150e69626 = $(`&lt;div id=&quot;html_19695794d1e1b76af3f6a8b150e69626&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.53&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e7f741b4a328037dd75ca90d37986fe5.setContent(html_19695794d1e1b76af3f6a8b150e69626);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_09dc70ddfc70da3e0595a2d2706c378f.bindPopup(popup_e7f741b4a328037dd75ca90d37986fe5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dd5bdd62d6b8bdfda1fb7427cd2fd189 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_439a3dcf9aff70d833c4fbcea54da9c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5c6688f0951a9dea522d94893a24119 = $(`&lt;div id=&quot;html_e5c6688f0951a9dea522d94893a24119&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 487.52&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_439a3dcf9aff70d833c4fbcea54da9c2.setContent(html_e5c6688f0951a9dea522d94893a24119);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dd5bdd62d6b8bdfda1fb7427cd2fd189.bindPopup(popup_439a3dcf9aff70d833c4fbcea54da9c2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_23e15c1b84679a82c790910be201631d = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_7d4f5f850dab987a305d40cd04f89214 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cd986e70472f44e8b6b6c38118bb2b10 = $(`&lt;div id=&quot;html_cd986e70472f44e8b6b6c38118bb2b10&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 140.59&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7d4f5f850dab987a305d40cd04f89214.setContent(html_cd986e70472f44e8b6b6c38118bb2b10);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_23e15c1b84679a82c790910be201631d.bindPopup(popup_7d4f5f850dab987a305d40cd04f89214)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c381b008e1265cd14f2c73017abbea34 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_3e739fbd72ca8ceb97e1e01c589d4339 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad2181adaec1da5934a8570c50bf07a6 = $(`&lt;div id=&quot;html_ad2181adaec1da5934a8570c50bf07a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 243.04&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3e739fbd72ca8ceb97e1e01c589d4339.setContent(html_ad2181adaec1da5934a8570c50bf07a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c381b008e1265cd14f2c73017abbea34.bindPopup(popup_3e739fbd72ca8ceb97e1e01c589d4339)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f85fafa3896d2cc6cf35a74d12296a69 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_0fb3c2945f6a053f1b7dc6bb963904a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f55f431bcd0a26d9935ef7c600c96a15 = $(`&lt;div id=&quot;html_f55f431bcd0a26d9935ef7c600c96a15&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 406.82&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_0fb3c2945f6a053f1b7dc6bb963904a0.setContent(html_f55f431bcd0a26d9935ef7c600c96a15);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f85fafa3896d2cc6cf35a74d12296a69.bindPopup(popup_0fb3c2945f6a053f1b7dc6bb963904a0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_98ea71cf90b53a9c20a2146450f5c42e = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_d5bd7f6589fa8f13639cdd0776659b5c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b93fdafa76c13e957bd5e353c3552400 = $(`&lt;div id=&quot;html_b93fdafa76c13e957bd5e353c3552400&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 179.35&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d5bd7f6589fa8f13639cdd0776659b5c.setContent(html_b93fdafa76c13e957bd5e353c3552400);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_98ea71cf90b53a9c20a2146450f5c42e.bindPopup(popup_d5bd7f6589fa8f13639cdd0776659b5c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d9368f817d13b2b21214da5f6d8c6559 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0d8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0d8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_b3159480858493224874ff7464d8b2ac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8f75e2f894e62ba923ce2e8367d89220 = $(`&lt;div id=&quot;html_8f75e2f894e62ba923ce2e8367d89220&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 2.54&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b3159480858493224874ff7464d8b2ac.setContent(html_8f75e2f894e62ba923ce2e8367d89220);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d9368f817d13b2b21214da5f6d8c6559.bindPopup(popup_b3159480858493224874ff7464d8b2ac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c384df8c6b944b571c0338d101382244 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_383241b8b1fc50397dece9232b747f01 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cc53adcb8036e13f91493786232234d2 = $(`&lt;div id=&quot;html_cc53adcb8036e13f91493786232234d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 365.75&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_383241b8b1fc50397dece9232b747f01.setContent(html_cc53adcb8036e13f91493786232234d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c384df8c6b944b571c0338d101382244.bindPopup(popup_383241b8b1fc50397dece9232b747f01)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_28ab32d908c5aa1fb51abc6ee8aed95e = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_b3eebc0a440ce6c61d22721eddc01a6e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f67de6812d4bbe540ddf15c210ccab5 = $(`&lt;div id=&quot;html_9f67de6812d4bbe540ddf15c210ccab5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 3.16&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b3eebc0a440ce6c61d22721eddc01a6e.setContent(html_9f67de6812d4bbe540ddf15c210ccab5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_28ab32d908c5aa1fb51abc6ee8aed95e.bindPopup(popup_b3eebc0a440ce6c61d22721eddc01a6e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a9a94887cb53ed0a09947df00a66415f = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_8544a6f76fd759f483a27f7d2eff0d7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_617894db470492f61c4ac7c6755c2edf = $(`&lt;div id=&quot;html_617894db470492f61c4ac7c6755c2edf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 272.83&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8544a6f76fd759f483a27f7d2eff0d7a.setContent(html_617894db470492f61c4ac7c6755c2edf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a9a94887cb53ed0a09947df00a66415f.bindPopup(popup_8544a6f76fd759f483a27f7d2eff0d7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_96228310ed246f34c072bbefb14982b4 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_1a3c5ebd70bb9b7d888c6fd639b0cbf5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b1cb3feb07998f85d599764215cb923 = $(`&lt;div id=&quot;html_6b1cb3feb07998f85d599764215cb923&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 349.28&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1a3c5ebd70bb9b7d888c6fd639b0cbf5.setContent(html_6b1cb3feb07998f85d599764215cb923);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_96228310ed246f34c072bbefb14982b4.bindPopup(popup_1a3c5ebd70bb9b7d888c6fd639b0cbf5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2cc07e06a248d8bc4009034f00cb90f2 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_044ff3665b983f4642f59e440d8e9374 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b30071936e1ecc67f486685837108374 = $(`&lt;div id=&quot;html_b30071936e1ecc67f486685837108374&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 408.08&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_044ff3665b983f4642f59e440d8e9374.setContent(html_b30071936e1ecc67f486685837108374);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2cc07e06a248d8bc4009034f00cb90f2.bindPopup(popup_044ff3665b983f4642f59e440d8e9374)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_689f2fd05541b8ad7be26c890468b79f = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_04ccb60285dca2a4534ae18373299fb9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_340b5117f9cfa6091f38f6279896d546 = $(`&lt;div id=&quot;html_340b5117f9cfa6091f38f6279896d546&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 113.39&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_04ccb60285dca2a4534ae18373299fb9.setContent(html_340b5117f9cfa6091f38f6279896d546);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_689f2fd05541b8ad7be26c890468b79f.bindPopup(popup_04ccb60285dca2a4534ae18373299fb9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2eef9de96c3ed50000e03209a3f345f3 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_446f0533f6d607ed9ea89bed16a6d636 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce5d2b11fa9f68a1db181287df619745 = $(`&lt;div id=&quot;html_ce5d2b11fa9f68a1db181287df619745&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 82.48&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_446f0533f6d607ed9ea89bed16a6d636.setContent(html_ce5d2b11fa9f68a1db181287df619745);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2eef9de96c3ed50000e03209a3f345f3.bindPopup(popup_446f0533f6d607ed9ea89bed16a6d636)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ecf152d220f8218797aee394eeb5151e = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_52d3122bfc9ec96f8117a184e6debcf3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ec91cbaa292b2f96756687202a296da4 = $(`&lt;div id=&quot;html_ec91cbaa292b2f96756687202a296da4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 82.48&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_52d3122bfc9ec96f8117a184e6debcf3.setContent(html_ec91cbaa292b2f96756687202a296da4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ecf152d220f8218797aee394eeb5151e.bindPopup(popup_52d3122bfc9ec96f8117a184e6debcf3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c198fe539e11a29e8b5eced923a20f31 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_0b621040d96234ba2a35e1c36c3bd819 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b3002a180a36fe1971b039a3bc4bfd9b = $(`&lt;div id=&quot;html_b3002a180a36fe1971b039a3bc4bfd9b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 317.28&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0b621040d96234ba2a35e1c36c3bd819.setContent(html_b3002a180a36fe1971b039a3bc4bfd9b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c198fe539e11a29e8b5eced923a20f31.bindPopup(popup_0b621040d96234ba2a35e1c36c3bd819)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_faeb0c6bd89e8831ecfbc26fa43d6aa2 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_5f5aedcdba4811843f1c88c5691f3d60 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ffb850fa40e68e805cafd50d205f7028 = $(`&lt;div id=&quot;html_ffb850fa40e68e805cafd50d205f7028&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5f5aedcdba4811843f1c88c5691f3d60.setContent(html_ffb850fa40e68e805cafd50d205f7028);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_faeb0c6bd89e8831ecfbc26fa43d6aa2.bindPopup(popup_5f5aedcdba4811843f1c88c5691f3d60)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d48a70b082c443fa4124f609d6b69175 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_8df7fc76418330a6a4752d4e04645d53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0935e30b30c525cd29e4249825c1bead = $(`&lt;div id=&quot;html_0935e30b30c525cd29e4249825c1bead&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 65.21&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8df7fc76418330a6a4752d4e04645d53.setContent(html_0935e30b30c525cd29e4249825c1bead);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d48a70b082c443fa4124f609d6b69175.bindPopup(popup_8df7fc76418330a6a4752d4e04645d53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf57c1b21e70780460ca1ed18ab8a345 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_5eb624ffc66c195d084a9c43dd7f0e24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ed10dbf0a252b75b4834ff32346b807 = $(`&lt;div id=&quot;html_8ed10dbf0a252b75b4834ff32346b807&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5eb624ffc66c195d084a9c43dd7f0e24.setContent(html_8ed10dbf0a252b75b4834ff32346b807);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf57c1b21e70780460ca1ed18ab8a345.bindPopup(popup_5eb624ffc66c195d084a9c43dd7f0e24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0012a24118aa9a3ca364ecddcd0b712b = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_c07112929703432bbad93506503e7980 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_67acd66c2c39de6374196d194fd94cd4 = $(`&lt;div id=&quot;html_67acd66c2c39de6374196d194fd94cd4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 376.98&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c07112929703432bbad93506503e7980.setContent(html_67acd66c2c39de6374196d194fd94cd4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0012a24118aa9a3ca364ecddcd0b712b.bindPopup(popup_c07112929703432bbad93506503e7980)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_34d85f9303593be46679135d0c07fbae = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#178c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#178c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_1c8a23d845d281bec1ec9205df752eba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5d3705ac5b49622478200c30c04c9283 = $(`&lt;div id=&quot;html_5d3705ac5b49622478200c30c04c9283&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 4.55&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1c8a23d845d281bec1ec9205df752eba.setContent(html_5d3705ac5b49622478200c30c04c9283);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_34d85f9303593be46679135d0c07fbae.bindPopup(popup_1c8a23d845d281bec1ec9205df752eba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a05b858881eb40f09e439c843f73562d = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_3899909cde5ca8c7db20c1c32d3b94f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d420cba274c8677a5bb3e93b9abbe716 = $(`&lt;div id=&quot;html_d420cba274c8677a5bb3e93b9abbe716&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 420.49&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_3899909cde5ca8c7db20c1c32d3b94f7.setContent(html_d420cba274c8677a5bb3e93b9abbe716);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a05b858881eb40f09e439c843f73562d.bindPopup(popup_3899909cde5ca8c7db20c1c32d3b94f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1f5941accb8b0f2babc76e3d703943f6 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_1405029549508d37bc9fb549a676e5ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be47bde3476c943e61063b4faab1f9af = $(`&lt;div id=&quot;html_be47bde3476c943e61063b4faab1f9af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 328.65&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1405029549508d37bc9fb549a676e5ba.setContent(html_be47bde3476c943e61063b4faab1f9af);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1f5941accb8b0f2babc76e3d703943f6.bindPopup(popup_1405029549508d37bc9fb549a676e5ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4b891cff1cf30e5e60ba1aa62e7dd9ba = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_8713b92480f2f5abe4ab2e4393e1d35f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_331f560ebd6292cb66afa5ce7dd3fffa = $(`&lt;div id=&quot;html_331f560ebd6292cb66afa5ce7dd3fffa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 121.45&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8713b92480f2f5abe4ab2e4393e1d35f.setContent(html_331f560ebd6292cb66afa5ce7dd3fffa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4b891cff1cf30e5e60ba1aa62e7dd9ba.bindPopup(popup_8713b92480f2f5abe4ab2e4393e1d35f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d2985cd36abfc2ebe3093f2450d6f5aa = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f6fb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f6fb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_6794b2b3efa3b9e76bfcd62e22b532d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d76039b37b2907945be9e58af8fa99b = $(`&lt;div id=&quot;html_6d76039b37b2907945be9e58af8fa99b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 48.12&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6794b2b3efa3b9e76bfcd62e22b532d2.setContent(html_6d76039b37b2907945be9e58af8fa99b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d2985cd36abfc2ebe3093f2450d6f5aa.bindPopup(popup_6794b2b3efa3b9e76bfcd62e22b532d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_441aca8caf89aeb24b530950265967ac = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_ba4cc9cc2845e2f35cdedb9778d904a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d43717b18c9941473711828c3f61486 = $(`&lt;div id=&quot;html_9d43717b18c9941473711828c3f61486&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 67.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ba4cc9cc2845e2f35cdedb9778d904a9.setContent(html_9d43717b18c9941473711828c3f61486);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_441aca8caf89aeb24b530950265967ac.bindPopup(popup_ba4cc9cc2845e2f35cdedb9778d904a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_004e5dc621b1af309ec687783cb9495d = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_841f8e7bbf1990bd282212468d0f81ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_01bf8612d7bea7b350a691acade9db6a = $(`&lt;div id=&quot;html_01bf8612d7bea7b350a691acade9db6a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 67.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_841f8e7bbf1990bd282212468d0f81ec.setContent(html_01bf8612d7bea7b350a691acade9db6a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_004e5dc621b1af309ec687783cb9495d.bindPopup(popup_841f8e7bbf1990bd282212468d0f81ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_98096247db6046a32710ae3fd8cc55e2 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_4f7b7535a38a901dfb70bbde1ab4c354 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3060892e0869175b67e576200f72e6b7 = $(`&lt;div id=&quot;html_3060892e0869175b67e576200f72e6b7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 432.7&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_4f7b7535a38a901dfb70bbde1ab4c354.setContent(html_3060892e0869175b67e576200f72e6b7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_98096247db6046a32710ae3fd8cc55e2.bindPopup(popup_4f7b7535a38a901dfb70bbde1ab4c354)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43cd0c45ddaac8ece11bbba7b2ec4689 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#8fc800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#8fc800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_5c7f69bc0ad1787403bd4b2321fa7963 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e70acc2823cd5deb774cf271e2020dd0 = $(`&lt;div id=&quot;html_e70acc2823cd5deb774cf271e2020dd0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 28.05&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5c7f69bc0ad1787403bd4b2321fa7963.setContent(html_e70acc2823cd5deb774cf271e2020dd0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43cd0c45ddaac8ece11bbba7b2ec4689.bindPopup(popup_5c7f69bc0ad1787403bd4b2321fa7963)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d5cbefd790e26b9edbeaabd5ee82cba9 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_d8540856f0a392f12f81e4e62cb74df3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8560884c1c43f80f2bd1216bfa050512 = $(`&lt;div id=&quot;html_8560884c1c43f80f2bd1216bfa050512&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 1.61&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d8540856f0a392f12f81e4e62cb74df3.setContent(html_8560884c1c43f80f2bd1216bfa050512);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5cbefd790e26b9edbeaabd5ee82cba9.bindPopup(popup_d8540856f0a392f12f81e4e62cb74df3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d465ad007e6c22feded3379ebfd5e6f5 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_f48291a4c5e8becca6e97e50af0212ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_352131a36aee0b803830df502b59479b = $(`&lt;div id=&quot;html_352131a36aee0b803830df502b59479b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 234.38&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f48291a4c5e8becca6e97e50af0212ea.setContent(html_352131a36aee0b803830df502b59479b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d465ad007e6c22feded3379ebfd5e6f5.bindPopup(popup_f48291a4c5e8becca6e97e50af0212ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_801a8e1aeb7e6e298e1585f6bcf57731 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a1d000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a1d000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_0ed368315c633b8eaaae6e16aa123129 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49d23f66deadd4b5af1b919e012bc86a = $(`&lt;div id=&quot;html_49d23f66deadd4b5af1b919e012bc86a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 31.45&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0ed368315c633b8eaaae6e16aa123129.setContent(html_49d23f66deadd4b5af1b919e012bc86a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_801a8e1aeb7e6e298e1585f6bcf57731.bindPopup(popup_0ed368315c633b8eaaae6e16aa123129)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9ccad10e13e3d823e35761456e99c455 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_309edbcf98344c059aaad7431a747d0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60738896190a252030eb13786eedbb19 = $(`&lt;div id=&quot;html_60738896190a252030eb13786eedbb19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 385.39&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_309edbcf98344c059aaad7431a747d0b.setContent(html_60738896190a252030eb13786eedbb19);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9ccad10e13e3d823e35761456e99c455.bindPopup(popup_309edbcf98344c059aaad7431a747d0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d4dee9d4d138c7fe23a25518e8532b2 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_a978267497d8e25887eee5d3ca4c2ecd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e9203e148fe783d929c88687d02c602 = $(`&lt;div id=&quot;html_8e9203e148fe783d929c88687d02c602&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 385.39&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a978267497d8e25887eee5d3ca4c2ecd.setContent(html_8e9203e148fe783d929c88687d02c602);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d4dee9d4d138c7fe23a25518e8532b2.bindPopup(popup_a978267497d8e25887eee5d3ca4c2ecd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_edf52411a603aa2fe5122ef3038d2488 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_1194dd777bb80019fde99820e2e33cb6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_406cca7a239e574d0a715d150bf34fc2 = $(`&lt;div id=&quot;html_406cca7a239e574d0a715d150bf34fc2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 254.24&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1194dd777bb80019fde99820e2e33cb6.setContent(html_406cca7a239e574d0a715d150bf34fc2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_edf52411a603aa2fe5122ef3038d2488.bindPopup(popup_1194dd777bb80019fde99820e2e33cb6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1c6dcdb815bb45088134853d504eb3e1 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_47542dec94df2606a6a2db870a9f099e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_84079fedb2fc07558e02b3ae30c3dd18 = $(`&lt;div id=&quot;html_84079fedb2fc07558e02b3ae30c3dd18&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 225.77&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_47542dec94df2606a6a2db870a9f099e.setContent(html_84079fedb2fc07558e02b3ae30c3dd18);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1c6dcdb815bb45088134853d504eb3e1.bindPopup(popup_47542dec94df2606a6a2db870a9f099e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fa6474ee9919c1c880a1082fc0681d7d = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_aba7e420b776e21495f51ca9ab16e630);\n",
              "        \n",
              "    \n",
              "        var popup_fd4aa6384cf8cf284ac25f6fdfd98d51 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7e31416eaa4107f8d2c3ab4d7f4b533a = $(`&lt;div id=&quot;html_7e31416eaa4107f8d2c3ab4d7f4b533a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2013-01-01&lt;br&gt;Incidence: 81.95&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fd4aa6384cf8cf284ac25f6fdfd98d51.setContent(html_7e31416eaa4107f8d2c3ab4d7f4b533a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fa6474ee9919c1c880a1082fc0681d7d.bindPopup(popup_fd4aa6384cf8cf284ac25f6fdfd98d51)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_393a5940e95a78c5f60c118328de9764 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_11fe20a5de2f008197f608950851cd0b = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_29a203dafb3f263992b868032dd2dd4c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae7609dd8bdfa5f40e8baa77274f499c = $(`&lt;div id=&quot;html_ae7609dd8bdfa5f40e8baa77274f499c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_29a203dafb3f263992b868032dd2dd4c.setContent(html_ae7609dd8bdfa5f40e8baa77274f499c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_11fe20a5de2f008197f608950851cd0b.bindPopup(popup_29a203dafb3f263992b868032dd2dd4c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bc111aa143ef63ac0af1c6f0b02a88dd = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_454ab95249b092135757c5289aba80f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c197459b4b4720248d595f7ca9b5575e = $(`&lt;div id=&quot;html_c197459b4b4720248d595f7ca9b5575e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 187.94&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_454ab95249b092135757c5289aba80f2.setContent(html_c197459b4b4720248d595f7ca9b5575e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bc111aa143ef63ac0af1c6f0b02a88dd.bindPopup(popup_454ab95249b092135757c5289aba80f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cdbe66ca6cf465b5df7d48661340cc31 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_17638d7b09b110c2423976ca1a68a3f3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ece245f05906f97288c431ff6feb3081 = $(`&lt;div id=&quot;html_ece245f05906f97288c431ff6feb3081&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 399.24&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_17638d7b09b110c2423976ca1a68a3f3.setContent(html_ece245f05906f97288c431ff6feb3081);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cdbe66ca6cf465b5df7d48661340cc31.bindPopup(popup_17638d7b09b110c2423976ca1a68a3f3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63844e140d685e5bbb73a69871e2ea81 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#078400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#078400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_9c8b08ab5fcf1f2c79a2a56297e40d34 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c09e962b6eee36cb17980f363c660888 = $(`&lt;div id=&quot;html_c09e962b6eee36cb17980f363c660888&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 1.5&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_9c8b08ab5fcf1f2c79a2a56297e40d34.setContent(html_c09e962b6eee36cb17980f363c660888);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63844e140d685e5bbb73a69871e2ea81.bindPopup(popup_9c8b08ab5fcf1f2c79a2a56297e40d34)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eb8a81edf56a09c18fed5ab7e99803f3 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_d9449fdd68c50c30d4f51b381b5aff38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a8b96fe32da9d3d8f81a59c68868aeeb = $(`&lt;div id=&quot;html_a8b96fe32da9d3d8f81a59c68868aeeb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 436.06&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d9449fdd68c50c30d4f51b381b5aff38.setContent(html_a8b96fe32da9d3d8f81a59c68868aeeb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eb8a81edf56a09c18fed5ab7e99803f3.bindPopup(popup_d9449fdd68c50c30d4f51b381b5aff38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d696b2e67cfb67ca609fd63250ed4d2 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_a78b7df93734fa0fcdd9194e10970eec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6da5ef6446520c2db994faa639b8cbc4 = $(`&lt;div id=&quot;html_6da5ef6446520c2db994faa639b8cbc4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 141.51&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a78b7df93734fa0fcdd9194e10970eec.setContent(html_6da5ef6446520c2db994faa639b8cbc4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d696b2e67cfb67ca609fd63250ed4d2.bindPopup(popup_a78b7df93734fa0fcdd9194e10970eec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7dcdf0938b8bb15d8a785a402c5eae13 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_6ca24e7744aa5e0bf5865acc22725bde = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3886fd9b56119910c1e4ef471451134b = $(`&lt;div id=&quot;html_3886fd9b56119910c1e4ef471451134b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 244.08&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6ca24e7744aa5e0bf5865acc22725bde.setContent(html_3886fd9b56119910c1e4ef471451134b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7dcdf0938b8bb15d8a785a402c5eae13.bindPopup(popup_6ca24e7744aa5e0bf5865acc22725bde)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c21732fc472b93cd811f15ff3b6b0367 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_c45a04e0225ae9c914281167a96c5094 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_700ad5471ff545dc230cf73a31a5eb12 = $(`&lt;div id=&quot;html_700ad5471ff545dc230cf73a31a5eb12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 393.04&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c45a04e0225ae9c914281167a96c5094.setContent(html_700ad5471ff545dc230cf73a31a5eb12);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c21732fc472b93cd811f15ff3b6b0367.bindPopup(popup_c45a04e0225ae9c914281167a96c5094)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af920adfaf0420901b13ee091fcb5fe5 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_4ccd737741f2fc305513ab67bdb45feb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c5c610cc92cc6b2fed2593a542ccb56 = $(`&lt;div id=&quot;html_1c5c610cc92cc6b2fed2593a542ccb56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 170.27&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4ccd737741f2fc305513ab67bdb45feb.setContent(html_1c5c610cc92cc6b2fed2593a542ccb56);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af920adfaf0420901b13ee091fcb5fe5.bindPopup(popup_4ccd737741f2fc305513ab67bdb45feb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_03c406e6393ff3349f8693d6dda55adb = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#47a400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#47a400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_049d08f491b7b71ec000538447283f03 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff716bd76442e74b9fa2f10e64301fbf = $(`&lt;div id=&quot;html_ff716bd76442e74b9fa2f10e64301fbf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 14.01&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_049d08f491b7b71ec000538447283f03.setContent(html_ff716bd76442e74b9fa2f10e64301fbf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_03c406e6393ff3349f8693d6dda55adb.bindPopup(popup_049d08f491b7b71ec000538447283f03)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_402c5ca1921f2238cadae62fcf090946 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_b174b30fbcb10c48319528d227bc8527 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f15201fe214241aa2dcf24d55f75f866 = $(`&lt;div id=&quot;html_f15201fe214241aa2dcf24d55f75f866&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 360.95&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b174b30fbcb10c48319528d227bc8527.setContent(html_f15201fe214241aa2dcf24d55f75f866);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_402c5ca1921f2238cadae62fcf090946.bindPopup(popup_b174b30fbcb10c48319528d227bc8527)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1c1e1ba978d537b28ace008a1d1c0c7 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_935d241b9fe637194efa909b3cecb377 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09337dc612761dcc4e48bd1beb2b7feb = $(`&lt;div id=&quot;html_09337dc612761dcc4e48bd1beb2b7feb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 2.32&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_935d241b9fe637194efa909b3cecb377.setContent(html_09337dc612761dcc4e48bd1beb2b7feb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1c1e1ba978d537b28ace008a1d1c0c7.bindPopup(popup_935d241b9fe637194efa909b3cecb377)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f04ebdbf84621ab157b8535317d80d33 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_2db88de8f97b4541a00caac58754da6d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9839a7c0caaf84dd7201642e8c51167c = $(`&lt;div id=&quot;html_9839a7c0caaf84dd7201642e8c51167c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 285.74&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2db88de8f97b4541a00caac58754da6d.setContent(html_9839a7c0caaf84dd7201642e8c51167c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f04ebdbf84621ab157b8535317d80d33.bindPopup(popup_2db88de8f97b4541a00caac58754da6d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_405bbe3bd0ea73033acc4d95bd57b58e = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_62ccbde8737ab2f80608e76566a5c6f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fc192aafa20ef8d86031490c2763333b = $(`&lt;div id=&quot;html_fc192aafa20ef8d86031490c2763333b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 315.76&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_62ccbde8737ab2f80608e76566a5c6f9.setContent(html_fc192aafa20ef8d86031490c2763333b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_405bbe3bd0ea73033acc4d95bd57b58e.bindPopup(popup_62ccbde8737ab2f80608e76566a5c6f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2a0df0a72458fb637dbf68725353fd4 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_e3ffc2ebe6cc24b622fe56cf4a0fbafe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_38f705f2e0c4a76809b022c3fc5626d3 = $(`&lt;div id=&quot;html_38f705f2e0c4a76809b022c3fc5626d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 381.09&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_e3ffc2ebe6cc24b622fe56cf4a0fbafe.setContent(html_38f705f2e0c4a76809b022c3fc5626d3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2a0df0a72458fb637dbf68725353fd4.bindPopup(popup_e3ffc2ebe6cc24b622fe56cf4a0fbafe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4585fb367cdb430d933c9b732a5f6326 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff1f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff1f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_dff5fc0f06b96f1fe0af3cc7cf212bc6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1597a394f181cf7a459d519ad121a1de = $(`&lt;div id=&quot;html_1597a394f181cf7a459d519ad121a1de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 93.9&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_dff5fc0f06b96f1fe0af3cc7cf212bc6.setContent(html_1597a394f181cf7a459d519ad121a1de);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4585fb367cdb430d933c9b732a5f6326.bindPopup(popup_dff5fc0f06b96f1fe0af3cc7cf212bc6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fd59455ba159761bcf1da15d7c2acd09 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_6422ab5c8995345183ed784d74b83635 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f07e5d227ce82f2cf1f2b13d206694cd = $(`&lt;div id=&quot;html_f07e5d227ce82f2cf1f2b13d206694cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 83.87&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6422ab5c8995345183ed784d74b83635.setContent(html_f07e5d227ce82f2cf1f2b13d206694cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fd59455ba159761bcf1da15d7c2acd09.bindPopup(popup_6422ab5c8995345183ed784d74b83635)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_99c8b433d9ff95f050172f6962cbe778 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_fd39b840196e67656f5b98c4a9d70735 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8fe10c684d7e3bfca51414d3f541a3d = $(`&lt;div id=&quot;html_d8fe10c684d7e3bfca51414d3f541a3d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 83.87&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fd39b840196e67656f5b98c4a9d70735.setContent(html_d8fe10c684d7e3bfca51414d3f541a3d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_99c8b433d9ff95f050172f6962cbe778.bindPopup(popup_fd39b840196e67656f5b98c4a9d70735)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7fe432d1a0cbad1bf7dd50afdf3cd016 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_ecccdcd94813d4ddf8fe791ef2ac1031 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25d32928abc92df76ed3cd72f4db4ba0 = $(`&lt;div id=&quot;html_25d32928abc92df76ed3cd72f4db4ba0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 337.57&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ecccdcd94813d4ddf8fe791ef2ac1031.setContent(html_25d32928abc92df76ed3cd72f4db4ba0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7fe432d1a0cbad1bf7dd50afdf3cd016.bindPopup(popup_ecccdcd94813d4ddf8fe791ef2ac1031)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_29827e701c6a30f1dd8a5647d4d5bc74 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_d3f13f98a3412b982779a23e3d217e2e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64112d5b6d627a8f72ca360d508017da = $(`&lt;div id=&quot;html_64112d5b6d627a8f72ca360d508017da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d3f13f98a3412b982779a23e3d217e2e.setContent(html_64112d5b6d627a8f72ca360d508017da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_29827e701c6a30f1dd8a5647d4d5bc74.bindPopup(popup_d3f13f98a3412b982779a23e3d217e2e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7f875358a7ea5af4779ea970504176b = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eaf500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eaf500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_ca1c274e872dfe543d7843c3a6d1ef0a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d2317cd10f1bae02e565f67f702111a = $(`&lt;div id=&quot;html_9d2317cd10f1bae02e565f67f702111a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 45.78&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ca1c274e872dfe543d7843c3a6d1ef0a.setContent(html_9d2317cd10f1bae02e565f67f702111a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7f875358a7ea5af4779ea970504176b.bindPopup(popup_ca1c274e872dfe543d7843c3a6d1ef0a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c14f3d54d39d93868f703029bed0b1a = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_804f1956c2336284ee8ab71e63bfd0d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_af8b030e934e878e7b5fe3f602df364c = $(`&lt;div id=&quot;html_af8b030e934e878e7b5fe3f602df364c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_804f1956c2336284ee8ab71e63bfd0d8.setContent(html_af8b030e934e878e7b5fe3f602df364c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c14f3d54d39d93868f703029bed0b1a.bindPopup(popup_804f1956c2336284ee8ab71e63bfd0d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_84960595486383c472c41bdac51c89c9 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_efc69aaf8ab0abfa38714e44b4201eb3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1647ff74c4e4e228f2ae5f8ea280dac = $(`&lt;div id=&quot;html_d1647ff74c4e4e228f2ae5f8ea280dac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 364.83&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_efc69aaf8ab0abfa38714e44b4201eb3.setContent(html_d1647ff74c4e4e228f2ae5f8ea280dac);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_84960595486383c472c41bdac51c89c9.bindPopup(popup_efc69aaf8ab0abfa38714e44b4201eb3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4592a5bc84ed956427f5f201eda19b38 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4aa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4aa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_b417dc92dc6d27a265192b7311643481 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3fcd8788b25bca4eeff4a0426aab949b = $(`&lt;div id=&quot;html_3fcd8788b25bca4eeff4a0426aab949b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 14.49&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b417dc92dc6d27a265192b7311643481.setContent(html_3fcd8788b25bca4eeff4a0426aab949b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4592a5bc84ed956427f5f201eda19b38.bindPopup(popup_b417dc92dc6d27a265192b7311643481)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b78291c5b3d95e11316b2da0ae47ad2c = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_01d55d3ade3e32cd965cdc568a1ff15a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1804b6d5c39e12adcdae398e4b07280 = $(`&lt;div id=&quot;html_d1804b6d5c39e12adcdae398e4b07280&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 400.25&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_01d55d3ade3e32cd965cdc568a1ff15a.setContent(html_d1804b6d5c39e12adcdae398e4b07280);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b78291c5b3d95e11316b2da0ae47ad2c.bindPopup(popup_01d55d3ade3e32cd965cdc568a1ff15a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_89308eb2f0646f96697cbffc3f7b4c58 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_22b77ca357891a3d5aa51d20f76d7906 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_00b866587203ec86840d3b6842891326 = $(`&lt;div id=&quot;html_00b866587203ec86840d3b6842891326&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 314.4&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_22b77ca357891a3d5aa51d20f76d7906.setContent(html_00b866587203ec86840d3b6842891326);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_89308eb2f0646f96697cbffc3f7b4c58.bindPopup(popup_22b77ca357891a3d5aa51d20f76d7906)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d7471ed27a94079cd90c6b22debf06ff = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_af41e59e35d4cf5ad7d08a86dcaed25d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_55f8c37ee0fe328c404a689341ac51e5 = $(`&lt;div id=&quot;html_55f8c37ee0fe328c404a689341ac51e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 219.81&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_af41e59e35d4cf5ad7d08a86dcaed25d.setContent(html_55f8c37ee0fe328c404a689341ac51e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d7471ed27a94079cd90c6b22debf06ff.bindPopup(popup_af41e59e35d4cf5ad7d08a86dcaed25d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3d80cb586989de02105d8593a9327e8 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2d9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2d9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_77ae2eecc38d1e7fa90aeb5aa1aa776e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aea3137b7b0b70fbe04c5dca9d053010 = $(`&lt;div id=&quot;html_aea3137b7b0b70fbe04c5dca9d053010&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 8.96&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_77ae2eecc38d1e7fa90aeb5aa1aa776e.setContent(html_aea3137b7b0b70fbe04c5dca9d053010);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3d80cb586989de02105d8593a9327e8.bindPopup(popup_77ae2eecc38d1e7fa90aeb5aa1aa776e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c91c4491e02bd75498f3c33652ad0776 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cae500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cae500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_2178e0664c4c529afd6db55de795054b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e95b0325b761346fb8599c3456c1bdf = $(`&lt;div id=&quot;html_6e95b0325b761346fb8599c3456c1bdf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 39.51&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2178e0664c4c529afd6db55de795054b.setContent(html_6e95b0325b761346fb8599c3456c1bdf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c91c4491e02bd75498f3c33652ad0776.bindPopup(popup_2178e0664c4c529afd6db55de795054b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_455f848d2a96cde3b59653837f797873 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cae500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cae500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_b8fea617e99c8a661e5ffa4b245c5dec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa9eef18491c0bf91976c917f6158496 = $(`&lt;div id=&quot;html_aa9eef18491c0bf91976c917f6158496&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 39.51&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b8fea617e99c8a661e5ffa4b245c5dec.setContent(html_aa9eef18491c0bf91976c917f6158496);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_455f848d2a96cde3b59653837f797873.bindPopup(popup_b8fea617e99c8a661e5ffa4b245c5dec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_905b10c1dc492729ac5ba21f42019a05 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_ed456b5477fed6ff5f31427641c32f36 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c54888c9b8fe7875f9460086a19bc48 = $(`&lt;div id=&quot;html_3c54888c9b8fe7875f9460086a19bc48&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 409.31&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ed456b5477fed6ff5f31427641c32f36.setContent(html_3c54888c9b8fe7875f9460086a19bc48);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_905b10c1dc492729ac5ba21f42019a05.bindPopup(popup_ed456b5477fed6ff5f31427641c32f36)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ee8301f8e92aa265bb08265b08638079 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a4d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a4d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_35d270f47db1292858e25d6acc7eda1f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d977b48fee44d3f1fd9cb0d8dd47a69d = $(`&lt;div id=&quot;html_d977b48fee44d3f1fd9cb0d8dd47a69d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 32.1&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_35d270f47db1292858e25d6acc7eda1f.setContent(html_d977b48fee44d3f1fd9cb0d8dd47a69d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ee8301f8e92aa265bb08265b08638079.bindPopup(popup_35d270f47db1292858e25d6acc7eda1f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d2fb6f291cb5c9b78b6ac45e10873db8 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_e84a83c02e001c6d0d12f9c2a9659674 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6e3538d4c7a76efc9e92e8124c63193 = $(`&lt;div id=&quot;html_e6e3538d4c7a76efc9e92e8124c63193&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 2.15&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e84a83c02e001c6d0d12f9c2a9659674.setContent(html_e6e3538d4c7a76efc9e92e8124c63193);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d2fb6f291cb5c9b78b6ac45e10873db8.bindPopup(popup_e84a83c02e001c6d0d12f9c2a9659674)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b0827fe959cead6fd18e43005e58a8d = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_b9d633872a34b0f3e969bf41720c7cca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b235e9857f2b105fd0c6cc1b3ad8c94f = $(`&lt;div id=&quot;html_b235e9857f2b105fd0c6cc1b3ad8c94f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 236.14&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b9d633872a34b0f3e969bf41720c7cca.setContent(html_b235e9857f2b105fd0c6cc1b3ad8c94f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b0827fe959cead6fd18e43005e58a8d.bindPopup(popup_b9d633872a34b0f3e969bf41720c7cca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a7900a3e5c9de6c04895b620d02d2d3 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aad500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aad500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_250e3ea3655a6b5d6263f4331b37d2dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_56f8a8dfaf3a8c2601cf1aa3e5d3b52a = $(`&lt;div id=&quot;html_56f8a8dfaf3a8c2601cf1aa3e5d3b52a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 33.38&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_250e3ea3655a6b5d6263f4331b37d2dc.setContent(html_56f8a8dfaf3a8c2601cf1aa3e5d3b52a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a7900a3e5c9de6c04895b620d02d2d3.bindPopup(popup_250e3ea3655a6b5d6263f4331b37d2dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_15a735ae42ab9b20550abded9f3aff53 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_1ef18b572db0bab529cc2ff1640690e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce8129301b6bc45eb110f7d794d6116b = $(`&lt;div id=&quot;html_ce8129301b6bc45eb110f7d794d6116b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 384.68&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1ef18b572db0bab529cc2ff1640690e3.setContent(html_ce8129301b6bc45eb110f7d794d6116b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_15a735ae42ab9b20550abded9f3aff53.bindPopup(popup_1ef18b572db0bab529cc2ff1640690e3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7aa3119df7d4b3b3f21b3b5e3323cb2 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_7d9351fc26ed7763a64ad7ef6248312b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_47168ed11e5405c522744aaf3b95bf8f = $(`&lt;div id=&quot;html_47168ed11e5405c522744aaf3b95bf8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 384.68&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7d9351fc26ed7763a64ad7ef6248312b.setContent(html_47168ed11e5405c522744aaf3b95bf8f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7aa3119df7d4b3b3f21b3b5e3323cb2.bindPopup(popup_7d9351fc26ed7763a64ad7ef6248312b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c0d3ac4fa1507ae19e712dfb17ddb183 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_1327632c571177fc6cfddd9210301334 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_30b230244983f589ec5337b9088b70f7 = $(`&lt;div id=&quot;html_30b230244983f589ec5337b9088b70f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 220.62&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1327632c571177fc6cfddd9210301334.setContent(html_30b230244983f589ec5337b9088b70f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c0d3ac4fa1507ae19e712dfb17ddb183.bindPopup(popup_1327632c571177fc6cfddd9210301334)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4c33a47fed4e1281f897ad8d0d55e441 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_49eac16f5c593881c618b79e4e24b960 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db33e84382445a76deac6a9bddae71fe = $(`&lt;div id=&quot;html_db33e84382445a76deac6a9bddae71fe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 222.98&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_49eac16f5c593881c618b79e4e24b960.setContent(html_db33e84382445a76deac6a9bddae71fe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4c33a47fed4e1281f897ad8d0d55e441.bindPopup(popup_49eac16f5c593881c618b79e4e24b960)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d988e9f286280caa1b92c17cbb90d1fc = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_393a5940e95a78c5f60c118328de9764);\n",
              "        \n",
              "    \n",
              "        var popup_17be559e3462665e9c5d3cb53b9e6061 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_70bb987e3d73c4321475044368daa4c3 = $(`&lt;div id=&quot;html_70bb987e3d73c4321475044368daa4c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2014-01-01&lt;br&gt;Incidence: 101.89&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_17be559e3462665e9c5d3cb53b9e6061.setContent(html_70bb987e3d73c4321475044368daa4c3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d988e9f286280caa1b92c17cbb90d1fc.bindPopup(popup_17be559e3462665e9c5d3cb53b9e6061)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_397339ca09463df817525d6c7f5ba796 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_d7bc8615606c40da8538dc0889edcac0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77ef551252aec62f9de5f308bcdcb18b = $(`&lt;div id=&quot;html_77ef551252aec62f9de5f308bcdcb18b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d7bc8615606c40da8538dc0889edcac0.setContent(html_77ef551252aec62f9de5f308bcdcb18b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_397339ca09463df817525d6c7f5ba796.bindPopup(popup_d7bc8615606c40da8538dc0889edcac0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8026eea57140af0a57f8de254414695 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_4f472a91813a64af0a8a6427ac49e708 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b2e76f0953c1d61b3c541e86eca7d5f = $(`&lt;div id=&quot;html_6b2e76f0953c1d61b3c541e86eca7d5f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 199.99&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4f472a91813a64af0a8a6427ac49e708.setContent(html_6b2e76f0953c1d61b3c541e86eca7d5f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8026eea57140af0a57f8de254414695.bindPopup(popup_4f472a91813a64af0a8a6427ac49e708)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8d97b86ef0be16b367c9470f7b7658f = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_16c6645bd924b6a75439be0e2c085816 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_868a207b65446860f1d30abcf2f6b1fe = $(`&lt;div id=&quot;html_868a207b65446860f1d30abcf2f6b1fe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 411.82&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_16c6645bd924b6a75439be0e2c085816.setContent(html_868a207b65446860f1d30abcf2f6b1fe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8d97b86ef0be16b367c9470f7b7658f.bindPopup(popup_16c6645bd924b6a75439be0e2c085816)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_889b800e915d6d37caf013f1929e65d4 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_d3fcc66665e196a01f12b8f175cbc5a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_56911b76430681199c27ee56eb64e593 = $(`&lt;div id=&quot;html_56911b76430681199c27ee56eb64e593&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.37&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d3fcc66665e196a01f12b8f175cbc5a3.setContent(html_56911b76430681199c27ee56eb64e593);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_889b800e915d6d37caf013f1929e65d4.bindPopup(popup_d3fcc66665e196a01f12b8f175cbc5a3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37fd3e744ae9684bf1f4182b76af52aa = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_95846c99d48a31a4e008872536709d6b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ec87936ad1085bf9ffc237ba52e16a63 = $(`&lt;div id=&quot;html_ec87936ad1085bf9ffc237ba52e16a63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 400.09&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_95846c99d48a31a4e008872536709d6b.setContent(html_ec87936ad1085bf9ffc237ba52e16a63);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37fd3e744ae9684bf1f4182b76af52aa.bindPopup(popup_95846c99d48a31a4e008872536709d6b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_412363f9d7678b3ce76a77c3964b9752 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_fefce64be6e52a33c6f80299980ff05f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_604e5e678dbe9f55cbc4ae96635dfe81 = $(`&lt;div id=&quot;html_604e5e678dbe9f55cbc4ae96635dfe81&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 165.5&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fefce64be6e52a33c6f80299980ff05f.setContent(html_604e5e678dbe9f55cbc4ae96635dfe81);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_412363f9d7678b3ce76a77c3964b9752.bindPopup(popup_fefce64be6e52a33c6f80299980ff05f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ef316271585b62a4bde8d4bd4fb6fdf4 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_cc267de52de93ad9a5d11319c6393262 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0e322bdd5681bc081ef7c1efb5d9de6 = $(`&lt;div id=&quot;html_e0e322bdd5681bc081ef7c1efb5d9de6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 254.5&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_cc267de52de93ad9a5d11319c6393262.setContent(html_e0e322bdd5681bc081ef7c1efb5d9de6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ef316271585b62a4bde8d4bd4fb6fdf4.bindPopup(popup_cc267de52de93ad9a5d11319c6393262)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ba703f7eb2daaf26de94e88ca5cd67c = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_4ebf8b40411b75ba35a1137699e9ebdf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_40c7384fcf0af327b5f87a68c9ed3fab = $(`&lt;div id=&quot;html_40c7384fcf0af327b5f87a68c9ed3fab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 379.91&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_4ebf8b40411b75ba35a1137699e9ebdf.setContent(html_40c7384fcf0af327b5f87a68c9ed3fab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ba703f7eb2daaf26de94e88ca5cd67c.bindPopup(popup_4ebf8b40411b75ba35a1137699e9ebdf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_20afb7e3fcca566a00679262612391cc = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_d1551581683562e5b9d221a1ffcf8258 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0bbe898c34b0d9d8a68af09abf0f328 = $(`&lt;div id=&quot;html_d0bbe898c34b0d9d8a68af09abf0f328&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 167.28&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d1551581683562e5b9d221a1ffcf8258.setContent(html_d0bbe898c34b0d9d8a68af09abf0f328);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_20afb7e3fcca566a00679262612391cc.bindPopup(popup_d1551581683562e5b9d221a1ffcf8258)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_90453ba5d5d57a090ce612adbb725760 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#46a300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#46a300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_35f594c0395a9839f8ee51759ea7040d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6cee50bfcc3246944d048781d1d3d92 = $(`&lt;div id=&quot;html_a6cee50bfcc3246944d048781d1d3d92&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 13.82&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_35f594c0395a9839f8ee51759ea7040d.setContent(html_a6cee50bfcc3246944d048781d1d3d92);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_90453ba5d5d57a090ce612adbb725760.bindPopup(popup_35f594c0395a9839f8ee51759ea7040d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_792c869f3d6243ef1a5715222bbd61d4 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_1b944214c55fc2086a9a74a0b3e7f51d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce6d33c5fcecc2bca48bd0d5a731254e = $(`&lt;div id=&quot;html_ce6d33c5fcecc2bca48bd0d5a731254e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 339.48&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1b944214c55fc2086a9a74a0b3e7f51d.setContent(html_ce6d33c5fcecc2bca48bd0d5a731254e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_792c869f3d6243ef1a5715222bbd61d4.bindPopup(popup_1b944214c55fc2086a9a74a0b3e7f51d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a1a5c8992e8986cfe3ec46a89fc84244 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_ef80b75409adc34557a692d76fabded5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_738a2ce25de584b74d6bc257c8e3b5a6 = $(`&lt;div id=&quot;html_738a2ce25de584b74d6bc257c8e3b5a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.51&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ef80b75409adc34557a692d76fabded5.setContent(html_738a2ce25de584b74d6bc257c8e3b5a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a1a5c8992e8986cfe3ec46a89fc84244.bindPopup(popup_ef80b75409adc34557a692d76fabded5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6444ed676a1a9df3537a00777a4002e6 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_af5dc909138e2739836dfae21bbfd9ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a1ff024021ae8d04a1cbe7c2fcca679 = $(`&lt;div id=&quot;html_2a1ff024021ae8d04a1cbe7c2fcca679&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 284.44&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_af5dc909138e2739836dfae21bbfd9ca.setContent(html_2a1ff024021ae8d04a1cbe7c2fcca679);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6444ed676a1a9df3537a00777a4002e6.bindPopup(popup_af5dc909138e2739836dfae21bbfd9ca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_79046cce57824ad7d2aadda6f900beb2 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_26e5d65ddf646f7a2ec8d2d32960f841 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_395e8a409785823ed4a5deca068d5696 = $(`&lt;div id=&quot;html_395e8a409785823ed4a5deca068d5696&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 277.19&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_26e5d65ddf646f7a2ec8d2d32960f841.setContent(html_395e8a409785823ed4a5deca068d5696);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_79046cce57824ad7d2aadda6f900beb2.bindPopup(popup_26e5d65ddf646f7a2ec8d2d32960f841)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1cd00f8cc52781b681c229a7f3f5088 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_de3e464cefd17767615220f0bd9c8dcc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6329be27b4b050c723269ce1b5d8775a = $(`&lt;div id=&quot;html_6329be27b4b050c723269ce1b5d8775a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 356.64&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_de3e464cefd17767615220f0bd9c8dcc.setContent(html_6329be27b4b050c723269ce1b5d8775a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1cd00f8cc52781b681c229a7f3f5088.bindPopup(popup_de3e464cefd17767615220f0bd9c8dcc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_588a42d2cab1c9fffb614bcffe1e93a0 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_5f198c0b1280bbbc787e109c6138161d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c85af76c9fcd87259cf1d73ce91f3ac = $(`&lt;div id=&quot;html_0c85af76c9fcd87259cf1d73ce91f3ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 79.77&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5f198c0b1280bbbc787e109c6138161d.setContent(html_0c85af76c9fcd87259cf1d73ce91f3ac);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_588a42d2cab1c9fffb614bcffe1e93a0.bindPopup(popup_5f198c0b1280bbbc787e109c6138161d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_259c11b1136d739fc97ad77f29b256c9 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_3d9d586785d09eecb5ab079d83e07dab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2b0437c807ed61430af6845723471641 = $(`&lt;div id=&quot;html_2b0437c807ed61430af6845723471641&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 72.17&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3d9d586785d09eecb5ab079d83e07dab.setContent(html_2b0437c807ed61430af6845723471641);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_259c11b1136d739fc97ad77f29b256c9.bindPopup(popup_3d9d586785d09eecb5ab079d83e07dab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_757423ca15f02258451c30518ce276ee = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_d6605997739ced2ca73826ebf1a1691e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9e0c09982503768a83af0cf9e9c4a574 = $(`&lt;div id=&quot;html_9e0c09982503768a83af0cf9e9c4a574&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 72.17&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d6605997739ced2ca73826ebf1a1691e.setContent(html_9e0c09982503768a83af0cf9e9c4a574);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_757423ca15f02258451c30518ce276ee.bindPopup(popup_d6605997739ced2ca73826ebf1a1691e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d1eef20806fd7dbf3e71ec44fd87f78 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_e22414cddbee88856d09f677c60ab1ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ab51dcd4cfa78f8351f2e0df28ff7cf1 = $(`&lt;div id=&quot;html_ab51dcd4cfa78f8351f2e0df28ff7cf1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 346.97&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_e22414cddbee88856d09f677c60ab1ec.setContent(html_ab51dcd4cfa78f8351f2e0df28ff7cf1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d1eef20806fd7dbf3e71ec44fd87f78.bindPopup(popup_e22414cddbee88856d09f677c60ab1ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_332d2936aa29c50479470855554c3702 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_4a71b5766d926c632016f3456bfa8ebd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b4b2269b3f4889c080ead336efdc8d8 = $(`&lt;div id=&quot;html_5b4b2269b3f4889c080ead336efdc8d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_4a71b5766d926c632016f3456bfa8ebd.setContent(html_5b4b2269b3f4889c080ead336efdc8d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_332d2936aa29c50479470855554c3702.bindPopup(popup_4a71b5766d926c632016f3456bfa8ebd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_714f7a181f40ec95fcc65058dfbdb609 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0d00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0d00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_1e79eba68db8bf961fd82b33fb6c04b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d91c56863c5f42ea25afcf3ea7ba56e4 = $(`&lt;div id=&quot;html_d91c56863c5f42ea25afcf3ea7ba56e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 97.32&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1e79eba68db8bf961fd82b33fb6c04b4.setContent(html_d91c56863c5f42ea25afcf3ea7ba56e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_714f7a181f40ec95fcc65058dfbdb609.bindPopup(popup_1e79eba68db8bf961fd82b33fb6c04b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d6b41f9c5d784f16f82795d4c1b9269 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_dca0c7806e1ddbd6174d94836fbbcd0c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52826944a9e729a93179751b25ece9e7 = $(`&lt;div id=&quot;html_52826944a9e729a93179751b25ece9e7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_dca0c7806e1ddbd6174d94836fbbcd0c.setContent(html_52826944a9e729a93179751b25ece9e7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d6b41f9c5d784f16f82795d4c1b9269.bindPopup(popup_dca0c7806e1ddbd6174d94836fbbcd0c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aa79c4167d1f1ae1fa0b2a694fd2f6d3 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_b8498bbec8325e4cb27333cb2e8050ce = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2d6353e1d81e4f562065474879d7d1d = $(`&lt;div id=&quot;html_f2d6353e1d81e4f562065474879d7d1d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 355.88&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b8498bbec8325e4cb27333cb2e8050ce.setContent(html_f2d6353e1d81e4f562065474879d7d1d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aa79c4167d1f1ae1fa0b2a694fd2f6d3.bindPopup(popup_b8498bbec8325e4cb27333cb2e8050ce)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_236556dd1d3539d95b8a3dc767082a80 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_0410e4b34fbf5f80b468232eec106e5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b5fe5d66bf0407af0802e35d02a373d6 = $(`&lt;div id=&quot;html_b5fe5d66bf0407af0802e35d02a373d6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 10.88&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0410e4b34fbf5f80b468232eec106e5f.setContent(html_b5fe5d66bf0407af0802e35d02a373d6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_236556dd1d3539d95b8a3dc767082a80.bindPopup(popup_0410e4b34fbf5f80b468232eec106e5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_937e23781a17b86458b1bc4696d972cd = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_82702124be6dac2e9c54a9583812eba3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2e068e164f316a79df4fe4a7bec3170 = $(`&lt;div id=&quot;html_f2e068e164f316a79df4fe4a7bec3170&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 369.83&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_82702124be6dac2e9c54a9583812eba3.setContent(html_f2e068e164f316a79df4fe4a7bec3170);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_937e23781a17b86458b1bc4696d972cd.bindPopup(popup_82702124be6dac2e9c54a9583812eba3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0d7e2a77874b2f6ad281685f74a5ca41 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_3dedf2049d4061215f126e0ce3bd7e94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4fee752700166895ea3a855be970d1b4 = $(`&lt;div id=&quot;html_4fee752700166895ea3a855be970d1b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 296.08&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3dedf2049d4061215f126e0ce3bd7e94.setContent(html_4fee752700166895ea3a855be970d1b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0d7e2a77874b2f6ad281685f74a5ca41.bindPopup(popup_3dedf2049d4061215f126e0ce3bd7e94)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0f8c00e6e49010f5d30d0d10d8bce8e6 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_86d70303a69160d682402411494952d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33f066ca9311c0255c2f04476534b118 = $(`&lt;div id=&quot;html_33f066ca9311c0255c2f04476534b118&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 341.96&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_86d70303a69160d682402411494952d1.setContent(html_33f066ca9311c0255c2f04476534b118);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0f8c00e6e49010f5d30d0d10d8bce8e6.bindPopup(popup_86d70303a69160d682402411494952d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_164a99383ae1fc104b0ef10049868ef1 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#349a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#349a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_9af72fb503a37fa7237fd6794aa940bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7704d52a806be1316ad5159712768447 = $(`&lt;div id=&quot;html_7704d52a806be1316ad5159712768447&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 10.32&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_9af72fb503a37fa7237fd6794aa940bc.setContent(html_7704d52a806be1316ad5159712768447);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_164a99383ae1fc104b0ef10049868ef1.bindPopup(popup_9af72fb503a37fa7237fd6794aa940bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f4baa6475080fd7f4d6209ca3f2591f1 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_5699e4b1e3a35cf34545369526537010 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b47fd59c64b98361507dc5115eb8ba6 = $(`&lt;div id=&quot;html_5b47fd59c64b98361507dc5115eb8ba6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 69.8&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5699e4b1e3a35cf34545369526537010.setContent(html_5b47fd59c64b98361507dc5115eb8ba6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f4baa6475080fd7f4d6209ca3f2591f1.bindPopup(popup_5699e4b1e3a35cf34545369526537010)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_30801357b6059c0e412fee14a31891e4 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_018c1689dd18352df00ea0f8ae0b55ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7856337c07e6bdc84cc1ed48efa12c0a = $(`&lt;div id=&quot;html_7856337c07e6bdc84cc1ed48efa12c0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 69.8&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_018c1689dd18352df00ea0f8ae0b55ed.setContent(html_7856337c07e6bdc84cc1ed48efa12c0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30801357b6059c0e412fee14a31891e4.bindPopup(popup_018c1689dd18352df00ea0f8ae0b55ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_93ae8205da58770466d28989a09469fd = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_71a155a60f23b306eb0c5fc44f99ec88 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_88a08a427fbf164958da50d16021f819 = $(`&lt;div id=&quot;html_88a08a427fbf164958da50d16021f819&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 403.72&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_71a155a60f23b306eb0c5fc44f99ec88.setContent(html_88a08a427fbf164958da50d16021f819);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_93ae8205da58770466d28989a09469fd.bindPopup(popup_71a155a60f23b306eb0c5fc44f99ec88)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c04898f35014a7a5c91fa69573622d9e = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_402fe2ff095ee6fa7b7b54761ce584d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff2be63d02a01c68bd5719384e05016b = $(`&lt;div id=&quot;html_ff2be63d02a01c68bd5719384e05016b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 37.27&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_402fe2ff095ee6fa7b7b54761ce584d3.setContent(html_ff2be63d02a01c68bd5719384e05016b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c04898f35014a7a5c91fa69573622d9e.bindPopup(popup_402fe2ff095ee6fa7b7b54761ce584d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9b30148b10b07c0850de9d737bc1dcb = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_aaf30c822dd14053e519f807d03d2847 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d94c9586c1b433fa7134aa5b6cdca96 = $(`&lt;div id=&quot;html_3d94c9586c1b433fa7134aa5b6cdca96&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 0.21&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_aaf30c822dd14053e519f807d03d2847.setContent(html_3d94c9586c1b433fa7134aa5b6cdca96);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9b30148b10b07c0850de9d737bc1dcb.bindPopup(popup_aaf30c822dd14053e519f807d03d2847)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c0114b1b70bc74ad1f3eabea867f955a = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_56c2c8400f7cc8ec0197fdcf1088c0ce = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c2b83ea5b2f83221186910606968c50b = $(`&lt;div id=&quot;html_c2b83ea5b2f83221186910606968c50b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 240.36&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_56c2c8400f7cc8ec0197fdcf1088c0ce.setContent(html_c2b83ea5b2f83221186910606968c50b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c0114b1b70bc74ad1f3eabea867f955a.bindPopup(popup_56c2c8400f7cc8ec0197fdcf1088c0ce)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1e712dd897bc500a5d05a2ace14072fb = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b7db00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b7db00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_97895c7920c87a0409f1e1e8bd3cd08c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6021ab7fa7bfca33e85ad06347c3c8c4 = $(`&lt;div id=&quot;html_6021ab7fa7bfca33e85ad06347c3c8c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 35.88&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_97895c7920c87a0409f1e1e8bd3cd08c.setContent(html_6021ab7fa7bfca33e85ad06347c3c8c4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1e712dd897bc500a5d05a2ace14072fb.bindPopup(popup_97895c7920c87a0409f1e1e8bd3cd08c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_19314d6a62bd4f2bf2fdd37b00ce58c2 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_f28cd0d75812de0a3f3139e585002f36 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d035a28420442f2500ee1d8379329be7 = $(`&lt;div id=&quot;html_d035a28420442f2500ee1d8379329be7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 364.31&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f28cd0d75812de0a3f3139e585002f36.setContent(html_d035a28420442f2500ee1d8379329be7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_19314d6a62bd4f2bf2fdd37b00ce58c2.bindPopup(popup_f28cd0d75812de0a3f3139e585002f36)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_57874ae0bfbfa954de1f2695c7e18483 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_8cfce7795396fec65f23a6f19ba231f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a436ac6ce94e5fde10f8d99e2c22162 = $(`&lt;div id=&quot;html_3a436ac6ce94e5fde10f8d99e2c22162&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 364.31&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8cfce7795396fec65f23a6f19ba231f7.setContent(html_3a436ac6ce94e5fde10f8d99e2c22162);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_57874ae0bfbfa954de1f2695c7e18483.bindPopup(popup_8cfce7795396fec65f23a6f19ba231f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4fed9b99b162538a58e7f75145573c54 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_b2f56330c8a88e5c7a671c5a7f672198 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_683dcfd9b378c3508d76349f1a2c49a2 = $(`&lt;div id=&quot;html_683dcfd9b378c3508d76349f1a2c49a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 236.11&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b2f56330c8a88e5c7a671c5a7f672198.setContent(html_683dcfd9b378c3508d76349f1a2c49a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4fed9b99b162538a58e7f75145573c54.bindPopup(popup_b2f56330c8a88e5c7a671c5a7f672198)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e126b3ffe76150b57f8a07d79ef315f = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_9cb2a81584794dce47e0708cc0f57306 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_57677f60ae96554cb8c3878d2700dddc = $(`&lt;div id=&quot;html_57677f60ae96554cb8c3878d2700dddc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 202.55&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9cb2a81584794dce47e0708cc0f57306.setContent(html_57677f60ae96554cb8c3878d2700dddc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e126b3ffe76150b57f8a07d79ef315f.bindPopup(popup_9cb2a81584794dce47e0708cc0f57306)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f551f5e11dc29e7ffd53e2d50d58fd8b = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4);\n",
              "        \n",
              "    \n",
              "        var popup_c7d9ea99c6116d569372644b60d4ed1d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba939503ed4665e1831360d5f97d795d = $(`&lt;div id=&quot;html_ba939503ed4665e1831360d5f97d795d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2015-01-01&lt;br&gt;Incidence: 97.65&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c7d9ea99c6116d569372644b60d4ed1d.setContent(html_ba939503ed4665e1831360d5f97d795d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f551f5e11dc29e7ffd53e2d50d58fd8b.bindPopup(popup_c7d9ea99c6116d569372644b60d4ed1d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_f6cbe1abca10f241355cb15ed9bbeeba = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e1bf337e3df4443ce3183ca89f0869a8 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_1b87423a5fe644ed60bf13621ca7afb9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_666d1211a5558489c194543e01689466 = $(`&lt;div id=&quot;html_666d1211a5558489c194543e01689466&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1b87423a5fe644ed60bf13621ca7afb9.setContent(html_666d1211a5558489c194543e01689466);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1bf337e3df4443ce3183ca89f0869a8.bindPopup(popup_1b87423a5fe644ed60bf13621ca7afb9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e3adf7e93582769c981b9f2cd4eb81db = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_0bafd2643447adaa47ed018e8e57d533 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_36777f039ad5f66f7366adb389aee7a9 = $(`&lt;div id=&quot;html_36777f039ad5f66f7366adb389aee7a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 219.99&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0bafd2643447adaa47ed018e8e57d533.setContent(html_36777f039ad5f66f7366adb389aee7a9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e3adf7e93582769c981b9f2cd4eb81db.bindPopup(popup_0bafd2643447adaa47ed018e8e57d533)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_accd2a1dd4bf672a7fe7ff443a13a015 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_a9125ffa4b34795b7b2d98a5a99caf1c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e14c5ceced61474fb3cf01ffd9da700 = $(`&lt;div id=&quot;html_6e14c5ceced61474fb3cf01ffd9da700&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 421.58&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a9125ffa4b34795b7b2d98a5a99caf1c.setContent(html_6e14c5ceced61474fb3cf01ffd9da700);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_accd2a1dd4bf672a7fe7ff443a13a015.bindPopup(popup_a9125ffa4b34795b7b2d98a5a99caf1c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3bb1437ff34990077186039376bf0253 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_7d9c1d70220c79422beabf799e6422c9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_201d5dcd8e1765d359717fd29f4eb396 = $(`&lt;div id=&quot;html_201d5dcd8e1765d359717fd29f4eb396&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.81&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_7d9c1d70220c79422beabf799e6422c9.setContent(html_201d5dcd8e1765d359717fd29f4eb396);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3bb1437ff34990077186039376bf0253.bindPopup(popup_7d9c1d70220c79422beabf799e6422c9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0a12f3c06e981e70041e563b2e0b938c = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_549d80a39e05b41b496051e5552e0771 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d46934f770e43b5217225ec393ef7a58 = $(`&lt;div id=&quot;html_d46934f770e43b5217225ec393ef7a58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 401.73&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_549d80a39e05b41b496051e5552e0771.setContent(html_d46934f770e43b5217225ec393ef7a58);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0a12f3c06e981e70041e563b2e0b938c.bindPopup(popup_549d80a39e05b41b496051e5552e0771)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1fcca1182fd26ecf0c56a7e6de403a31 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_4ed19b85cc2e82a2279f03cb01da8a9d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_84491f16cd233ec69a8b5c2f79a04ea3 = $(`&lt;div id=&quot;html_84491f16cd233ec69a8b5c2f79a04ea3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 225.74&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4ed19b85cc2e82a2279f03cb01da8a9d.setContent(html_84491f16cd233ec69a8b5c2f79a04ea3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1fcca1182fd26ecf0c56a7e6de403a31.bindPopup(popup_4ed19b85cc2e82a2279f03cb01da8a9d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ec22c32daf190282b0cf4be1dbf250e7 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_b58e0c144b132827526c7685c5c37d0f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0939d5b351381a35a824e2b6bd849a11 = $(`&lt;div id=&quot;html_0939d5b351381a35a824e2b6bd849a11&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 264.31&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b58e0c144b132827526c7685c5c37d0f.setContent(html_0939d5b351381a35a824e2b6bd849a11);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ec22c32daf190282b0cf4be1dbf250e7.bindPopup(popup_b58e0c144b132827526c7685c5c37d0f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0da441349c60d7d1906476ab7a372a90 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_956d6c79ccadb7bd6541c96cdf8182a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a405addabc5448d64ca28a63943773a = $(`&lt;div id=&quot;html_3a405addabc5448d64ca28a63943773a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 362.02&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_956d6c79ccadb7bd6541c96cdf8182a5.setContent(html_3a405addabc5448d64ca28a63943773a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0da441349c60d7d1906476ab7a372a90.bindPopup(popup_956d6c79ccadb7bd6541c96cdf8182a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b6f31e0ac9a0891f287f573aa2eaf27c = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_5242cf690edf45e2d12cb6f0cd1f2de2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d39a2df9a3e4416a2878c6557c7d658 = $(`&lt;div id=&quot;html_7d39a2df9a3e4416a2878c6557c7d658&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 169.93&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5242cf690edf45e2d12cb6f0cd1f2de2.setContent(html_7d39a2df9a3e4416a2878c6557c7d658);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b6f31e0ac9a0891f287f573aa2eaf27c.bindPopup(popup_5242cf690edf45e2d12cb6f0cd1f2de2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d856c0c03f5e17c4814a78a7b5e1018e = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#65b300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#65b300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_bb4c84e12d12930e46013dd970bc6aa5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7f86086ca917806c53dced8213b341a3 = $(`&lt;div id=&quot;html_7f86086ca917806c53dced8213b341a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 19.81&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_bb4c84e12d12930e46013dd970bc6aa5.setContent(html_7f86086ca917806c53dced8213b341a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d856c0c03f5e17c4814a78a7b5e1018e.bindPopup(popup_bb4c84e12d12930e46013dd970bc6aa5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1b6d292cb163f86f752a848986b3adc = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_292d70093ec918306f53e87bdd96535d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_065ad412c177a5e9c52bbb9d80162d46 = $(`&lt;div id=&quot;html_065ad412c177a5e9c52bbb9d80162d46&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 306.97&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_292d70093ec918306f53e87bdd96535d.setContent(html_065ad412c177a5e9c52bbb9d80162d46);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1b6d292cb163f86f752a848986b3adc.bindPopup(popup_292d70093ec918306f53e87bdd96535d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4340d0c0d2c23c21b9c0439ff3e9ec35 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#058300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#058300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_898057f950b5b1ec03bfc35bb17874cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19a0e5d059821eb012b9f366f5faf4e9 = $(`&lt;div id=&quot;html_19a0e5d059821eb012b9f366f5faf4e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 1.12&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_898057f950b5b1ec03bfc35bb17874cd.setContent(html_19a0e5d059821eb012b9f366f5faf4e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4340d0c0d2c23c21b9c0439ff3e9ec35.bindPopup(popup_898057f950b5b1ec03bfc35bb17874cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_31baf1ddc42ad7c7ca239d4792a48bc3 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_30e5134217242207df208f7ce419ebac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1e6058b65c6c84e038bd32d5958ac6c = $(`&lt;div id=&quot;html_d1e6058b65c6c84e038bd32d5958ac6c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 270.67&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_30e5134217242207df208f7ce419ebac.setContent(html_d1e6058b65c6c84e038bd32d5958ac6c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_31baf1ddc42ad7c7ca239d4792a48bc3.bindPopup(popup_30e5134217242207df208f7ce419ebac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf2b7a2a6b893996dc44350bda479828 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_a11e79bec3d9bc1f1a75b1cd4b7f87d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ac223b2161b8a2957efd87bc694e01b = $(`&lt;div id=&quot;html_6ac223b2161b8a2957efd87bc694e01b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 236.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a11e79bec3d9bc1f1a75b1cd4b7f87d1.setContent(html_6ac223b2161b8a2957efd87bc694e01b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf2b7a2a6b893996dc44350bda479828.bindPopup(popup_a11e79bec3d9bc1f1a75b1cd4b7f87d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0b43a0574c0c0630d24f1c9a8df2ed0a = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_1ce88ba541e7871198fd6eb252bb2100 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3ebb0a3e03849c6ede912306bdf86c1 = $(`&lt;div id=&quot;html_c3ebb0a3e03849c6ede912306bdf86c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 331.47&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1ce88ba541e7871198fd6eb252bb2100.setContent(html_c3ebb0a3e03849c6ede912306bdf86c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0b43a0574c0c0630d24f1c9a8df2ed0a.bindPopup(popup_1ce88ba541e7871198fd6eb252bb2100)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_236cd07492540e9eed29887c6cab42e1 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_c779889b54d38a73488530504ad98615 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c4bef86600af36804d5095e729a1de27 = $(`&lt;div id=&quot;html_c4bef86600af36804d5095e729a1de27&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 71.35&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c779889b54d38a73488530504ad98615.setContent(html_c4bef86600af36804d5095e729a1de27);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_236cd07492540e9eed29887c6cab42e1.bindPopup(popup_c779889b54d38a73488530504ad98615)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_83f4defe7388d47ab441cf8a63398320 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_d7b07b9fc9b37500ca0847c07c79c264 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bd77fa10f1a9561fa196b40544d48543 = $(`&lt;div id=&quot;html_bd77fa10f1a9561fa196b40544d48543&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 70.38&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d7b07b9fc9b37500ca0847c07c79c264.setContent(html_bd77fa10f1a9561fa196b40544d48543);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_83f4defe7388d47ab441cf8a63398320.bindPopup(popup_d7b07b9fc9b37500ca0847c07c79c264)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_30036c671d82be419f7a4b20c3b62063 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_a4ab63b84a16f54876cf09bb54a163c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a23d5c5c7115b6ff9fc8e0ce81c421d = $(`&lt;div id=&quot;html_0a23d5c5c7115b6ff9fc8e0ce81c421d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 70.38&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a4ab63b84a16f54876cf09bb54a163c0.setContent(html_0a23d5c5c7115b6ff9fc8e0ce81c421d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30036c671d82be419f7a4b20c3b62063.bindPopup(popup_a4ab63b84a16f54876cf09bb54a163c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_14a6c0f0f66198af2d50b4c8c5400416 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_0f554bcbbbc697a0886fae6f5caa9144 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d640529d74e9ca6b8c8c2aed7bc3a906 = $(`&lt;div id=&quot;html_d640529d74e9ca6b8c8c2aed7bc3a906&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 386.3&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_0f554bcbbbc697a0886fae6f5caa9144.setContent(html_d640529d74e9ca6b8c8c2aed7bc3a906);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_14a6c0f0f66198af2d50b4c8c5400416.bindPopup(popup_0f554bcbbbc697a0886fae6f5caa9144)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d1486e958ac91cb7073879f736184d00 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_aeda8d2f4f94ebe7ab52e650929bf214 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9363f7a0813fc000c73ed085c229b690 = $(`&lt;div id=&quot;html_9363f7a0813fc000c73ed085c229b690&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_aeda8d2f4f94ebe7ab52e650929bf214.setContent(html_9363f7a0813fc000c73ed085c229b690);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d1486e958ac91cb7073879f736184d00.bindPopup(popup_aeda8d2f4f94ebe7ab52e650929bf214)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_08a03aca8344e63f4ed146f2b48d907b = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffde00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffde00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_fc449b5cdd1e4678eb5825eda2a1ec92 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_438b73c1d3d59e9e907970c11a754a66 = $(`&lt;div id=&quot;html_438b73c1d3d59e9e907970c11a754a66&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 56.58&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fc449b5cdd1e4678eb5825eda2a1ec92.setContent(html_438b73c1d3d59e9e907970c11a754a66);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_08a03aca8344e63f4ed146f2b48d907b.bindPopup(popup_fc449b5cdd1e4678eb5825eda2a1ec92)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_13cfb20c8fdab9d45bf3bddfbfc25dcf = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_b30936dc1080cbc793aea5af77a10afd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_319b8a276060838bc54d3e91612f7dec = $(`&lt;div id=&quot;html_319b8a276060838bc54d3e91612f7dec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b30936dc1080cbc793aea5af77a10afd.setContent(html_319b8a276060838bc54d3e91612f7dec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_13cfb20c8fdab9d45bf3bddfbfc25dcf.bindPopup(popup_b30936dc1080cbc793aea5af77a10afd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_17e96fe21f74b2e285b1c2c3ad440c1b = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_857b1983d0ffeeddf8e9fb6b424931a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e3df83600741149bfb6c3ad817139ab7 = $(`&lt;div id=&quot;html_e3df83600741149bfb6c3ad817139ab7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 344.82&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_857b1983d0ffeeddf8e9fb6b424931a2.setContent(html_e3df83600741149bfb6c3ad817139ab7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_17e96fe21f74b2e285b1c2c3ad440c1b.bindPopup(popup_857b1983d0ffeeddf8e9fb6b424931a2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_994dfd72c0fa86ca1536ed0d32ed7e43 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#71b800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#71b800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_031d466ff7c08edc08b5f7bdafe8668e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac73f6c09bbd7d8650bc583b289b7573 = $(`&lt;div id=&quot;html_ac73f6c09bbd7d8650bc583b289b7573&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 22.12&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_031d466ff7c08edc08b5f7bdafe8668e.setContent(html_ac73f6c09bbd7d8650bc583b289b7573);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_994dfd72c0fa86ca1536ed0d32ed7e43.bindPopup(popup_031d466ff7c08edc08b5f7bdafe8668e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_05a0cc94d82981b88cf7f376152f907d = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_e14c539953e7766915b205b337d01335 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4276f8c502e8b111ac86a0ba9d8b84d8 = $(`&lt;div id=&quot;html_4276f8c502e8b111ac86a0ba9d8b84d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 358.74&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_e14c539953e7766915b205b337d01335.setContent(html_4276f8c502e8b111ac86a0ba9d8b84d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_05a0cc94d82981b88cf7f376152f907d.bindPopup(popup_e14c539953e7766915b205b337d01335)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1dc311d9763d454d260be0e449dd7824 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_10f961b13930c46480f06a3ded222467 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_31227ffff09e778c12f9116788749cd3 = $(`&lt;div id=&quot;html_31227ffff09e778c12f9116788749cd3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 281.38&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_10f961b13930c46480f06a3ded222467.setContent(html_31227ffff09e778c12f9116788749cd3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1dc311d9763d454d260be0e449dd7824.bindPopup(popup_10f961b13930c46480f06a3ded222467)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c83b478b084ce0c0f6888ab27325a4cb = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_e9f4250f2dac82c96e37671d2e6626bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e752be2c65f40d75441943364710aa3 = $(`&lt;div id=&quot;html_4e752be2c65f40d75441943364710aa3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 585.54&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_e9f4250f2dac82c96e37671d2e6626bd.setContent(html_4e752be2c65f40d75441943364710aa3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c83b478b084ce0c0f6888ab27325a4cb.bindPopup(popup_e9f4250f2dac82c96e37671d2e6626bd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d8b85c2970172cfdad3570e66805a97b = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#389c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#389c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_08eb358f3c8241abef9aa81268348e62 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60939c493f1fc767376f803b853c9179 = $(`&lt;div id=&quot;html_60939c493f1fc767376f803b853c9179&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 11.01&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_08eb358f3c8241abef9aa81268348e62.setContent(html_60939c493f1fc767376f803b853c9179);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d8b85c2970172cfdad3570e66805a97b.bindPopup(popup_08eb358f3c8241abef9aa81268348e62)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fd785348f48240df036fa35133e4ef91 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9f400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9f400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_8ec5fd516603d7f5ec58188fd7c48306 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea8b47450aa33dd90f5d6cc465d831aa = $(`&lt;div id=&quot;html_ea8b47450aa33dd90f5d6cc465d831aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 45.66&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8ec5fd516603d7f5ec58188fd7c48306.setContent(html_ea8b47450aa33dd90f5d6cc465d831aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fd785348f48240df036fa35133e4ef91.bindPopup(popup_8ec5fd516603d7f5ec58188fd7c48306)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a0fa91ca8d5b9df935325e2678a74875 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9f400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9f400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_c22fe8df75608e21deeac12244ab7abe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4dff4580ecb81ea40e4e66a601a018d1 = $(`&lt;div id=&quot;html_4dff4580ecb81ea40e4e66a601a018d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 45.66&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c22fe8df75608e21deeac12244ab7abe.setContent(html_4dff4580ecb81ea40e4e66a601a018d1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a0fa91ca8d5b9df935325e2678a74875.bindPopup(popup_c22fe8df75608e21deeac12244ab7abe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6d0be50b41123aa0babfa4aac4e6554a = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_7c4fffdf26175a4a0275864538162182 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0f370f64a3ef8a653cc420caf824b53c = $(`&lt;div id=&quot;html_0f370f64a3ef8a653cc420caf824b53c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 391.33&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7c4fffdf26175a4a0275864538162182.setContent(html_0f370f64a3ef8a653cc420caf824b53c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6d0be50b41123aa0babfa4aac4e6554a.bindPopup(popup_7c4fffdf26175a4a0275864538162182)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7bf381ec96d57489a9da6e1df78c2234 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_77982babf00e3bbf69234af92b555c9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee1f6b93719c90f80cd5c44b0f9c0a6c = $(`&lt;div id=&quot;html_ee1f6b93719c90f80cd5c44b0f9c0a6c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 37.26&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_77982babf00e3bbf69234af92b555c9c.setContent(html_ee1f6b93719c90f80cd5c44b0f9c0a6c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7bf381ec96d57489a9da6e1df78c2234.bindPopup(popup_77982babf00e3bbf69234af92b555c9c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_325f342590efcb3580bf1a45976b022d = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_c7ce6aac172d1b948e638cdf30882256 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae59cce6d5f5d72654257393fd1bb134 = $(`&lt;div id=&quot;html_ae59cce6d5f5d72654257393fd1bb134&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 0.77&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_c7ce6aac172d1b948e638cdf30882256.setContent(html_ae59cce6d5f5d72654257393fd1bb134);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_325f342590efcb3580bf1a45976b022d.bindPopup(popup_c7ce6aac172d1b948e638cdf30882256)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5c7c72fc424ccebaaeb39c2413932b29 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_efa3295aff7ca9199d428a59c7406fb8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e67d1266f10ee1d3f8904acc6778185d = $(`&lt;div id=&quot;html_e67d1266f10ee1d3f8904acc6778185d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 244.55&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_efa3295aff7ca9199d428a59c7406fb8.setContent(html_e67d1266f10ee1d3f8904acc6778185d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5c7c72fc424ccebaaeb39c2413932b29.bindPopup(popup_efa3295aff7ca9199d428a59c7406fb8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74aaa7ae188dad31d5b483e9ad635729 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d5ea00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d5ea00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_613d8b889454cde892c3609325aab97f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77a6bcb1809eff546b5f2405a8167d45 = $(`&lt;div id=&quot;html_77a6bcb1809eff546b5f2405a8167d45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 41.73&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_613d8b889454cde892c3609325aab97f.setContent(html_77a6bcb1809eff546b5f2405a8167d45);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74aaa7ae188dad31d5b483e9ad635729.bindPopup(popup_613d8b889454cde892c3609325aab97f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_172450d31980aa8215a9ca0da2e33f13 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_4839cc2a1f22ceec897784d363546982 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c84c12ff03e13545afc6cffcfcccab9 = $(`&lt;div id=&quot;html_4c84c12ff03e13545afc6cffcfcccab9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 324.86&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4839cc2a1f22ceec897784d363546982.setContent(html_4c84c12ff03e13545afc6cffcfcccab9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_172450d31980aa8215a9ca0da2e33f13.bindPopup(popup_4839cc2a1f22ceec897784d363546982)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ce9de8acfa68847fe66d3777c40f4a12 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_3df8caa8c4daf859b3b8f33a5b71ca62 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8f817f03fc901261cd1eb060afa4384 = $(`&lt;div id=&quot;html_d8f817f03fc901261cd1eb060afa4384&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 324.86&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3df8caa8c4daf859b3b8f33a5b71ca62.setContent(html_d8f817f03fc901261cd1eb060afa4384);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ce9de8acfa68847fe66d3777c40f4a12.bindPopup(popup_3df8caa8c4daf859b3b8f33a5b71ca62)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8a442f38cda2f6863a26a1b42fa0a278 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_77a3b8807651e1b1d66628545ffb75d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_410f83788a88e52af75b3b7b25dd9ea1 = $(`&lt;div id=&quot;html_410f83788a88e52af75b3b7b25dd9ea1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 304.41&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_77a3b8807651e1b1d66628545ffb75d5.setContent(html_410f83788a88e52af75b3b7b25dd9ea1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8a442f38cda2f6863a26a1b42fa0a278.bindPopup(popup_77a3b8807651e1b1d66628545ffb75d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66bd2756a3a6944178d662bb1e48654f = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_1fdd817712b8ab6813b7afd91a8a574e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3897ba508d09185bc27214f998c4771f = $(`&lt;div id=&quot;html_3897ba508d09185bc27214f998c4771f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 181.39&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1fdd817712b8ab6813b7afd91a8a574e.setContent(html_3897ba508d09185bc27214f998c4771f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66bd2756a3a6944178d662bb1e48654f.bindPopup(popup_1fdd817712b8ab6813b7afd91a8a574e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_94d352a5dd934962055545f0d93f1db8 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffaf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffaf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f6cbe1abca10f241355cb15ed9bbeeba);\n",
              "        \n",
              "    \n",
              "        var popup_983a411ebd161be0c43f0f196316e3ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b4e77da68bfd089a01a6b2b9360cba7 = $(`&lt;div id=&quot;html_5b4e77da68bfd089a01a6b2b9360cba7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2016-01-01&lt;br&gt;Incidence: 65.78&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_983a411ebd161be0c43f0f196316e3ea.setContent(html_5b4e77da68bfd089a01a6b2b9360cba7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_94d352a5dd934962055545f0d93f1db8.bindPopup(popup_983a411ebd161be0c43f0f196316e3ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_f13a4a65d899ba6ef904feb5d0ae83bc = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "    \n",
              "            var circle_marker_21b4a414130559e813bca51ffad358a7 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_05bad83befc3a2c9f326707a458fd45c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d62b76031767bbdce869c1b01efc07cd = $(`&lt;div id=&quot;html_d62b76031767bbdce869c1b01efc07cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_05bad83befc3a2c9f326707a458fd45c.setContent(html_d62b76031767bbdce869c1b01efc07cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21b4a414130559e813bca51ffad358a7.bindPopup(popup_05bad83befc3a2c9f326707a458fd45c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_71a6f0a4cafe49a79dbae66bf512ffce = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_d2291c5219089febedc56e04ed7c7513 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_900628c898ef93ef54a4ff9d01c69bc1 = $(`&lt;div id=&quot;html_900628c898ef93ef54a4ff9d01c69bc1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 228.91&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d2291c5219089febedc56e04ed7c7513.setContent(html_900628c898ef93ef54a4ff9d01c69bc1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_71a6f0a4cafe49a79dbae66bf512ffce.bindPopup(popup_d2291c5219089febedc56e04ed7c7513)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3fa5b3f09db1b66ac370dcb1d1f39b3e = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_5d0a5e361d084bbd84f031950c7e7d34 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_733ac7826eb7fe6f7c46381278bb800c = $(`&lt;div id=&quot;html_733ac7826eb7fe6f7c46381278bb800c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 399.56&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_5d0a5e361d084bbd84f031950c7e7d34.setContent(html_733ac7826eb7fe6f7c46381278bb800c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3fa5b3f09db1b66ac370dcb1d1f39b3e.bindPopup(popup_5d0a5e361d084bbd84f031950c7e7d34)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dcf34f1f3989011667fbc0c7de75fc67 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_1c8a1d6b7b4c91f6416002b3a3f7af8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_699cd069ac041f6fddcff7098173092f = $(`&lt;div id=&quot;html_699cd069ac041f6fddcff7098173092f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 2.05&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1c8a1d6b7b4c91f6416002b3a3f7af8a.setContent(html_699cd069ac041f6fddcff7098173092f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dcf34f1f3989011667fbc0c7de75fc67.bindPopup(popup_1c8a1d6b7b4c91f6416002b3a3f7af8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_221ea8c50bbc06fd9cdbe2fbc364e88e = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_c8dcc817c1794de1454b5432ccd09326 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ec4f27675c6c19cbbd2602f7769b94b2 = $(`&lt;div id=&quot;html_ec4f27675c6c19cbbd2602f7769b94b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 399.94&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c8dcc817c1794de1454b5432ccd09326.setContent(html_ec4f27675c6c19cbbd2602f7769b94b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_221ea8c50bbc06fd9cdbe2fbc364e88e.bindPopup(popup_c8dcc817c1794de1454b5432ccd09326)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d5ec51de42d9f958c8cf1585848f74ac = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_a1a53027fc77c19f298c53fedd1dc65c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_05025f5d18c12857119188539df6e44e = $(`&lt;div id=&quot;html_05025f5d18c12857119188539df6e44e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 250.27&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a1a53027fc77c19f298c53fedd1dc65c.setContent(html_05025f5d18c12857119188539df6e44e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5ec51de42d9f958c8cf1585848f74ac.bindPopup(popup_a1a53027fc77c19f298c53fedd1dc65c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e6811778b497d94a19d50d0e4a59fb37 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_a066a1cf8f754f32d2742d87cd0cb576 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8359aaefd52e61b30375343546006a4 = $(`&lt;div id=&quot;html_d8359aaefd52e61b30375343546006a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 262.23&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a066a1cf8f754f32d2742d87cd0cb576.setContent(html_d8359aaefd52e61b30375343546006a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e6811778b497d94a19d50d0e4a59fb37.bindPopup(popup_a066a1cf8f754f32d2742d87cd0cb576)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3b8da4c4e52bfc84b11908eaa85aca8d = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_4354ea212883cdde15a3774a792997ac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96d4b4781ca43e13c9357c4e72ff0da5 = $(`&lt;div id=&quot;html_96d4b4781ca43e13c9357c4e72ff0da5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 347.33&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_4354ea212883cdde15a3774a792997ac.setContent(html_96d4b4781ca43e13c9357c4e72ff0da5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3b8da4c4e52bfc84b11908eaa85aca8d.bindPopup(popup_4354ea212883cdde15a3774a792997ac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4662d4862180e0e761efa808cf1abcd = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_39181e6da3f889a360858d840b671883 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_63ae141d74d445065f422fa943550b40 = $(`&lt;div id=&quot;html_63ae141d74d445065f422fa943550b40&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 172.3&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_39181e6da3f889a360858d840b671883.setContent(html_63ae141d74d445065f422fa943550b40);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4662d4862180e0e761efa808cf1abcd.bindPopup(popup_39181e6da3f889a360858d840b671883)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2a3cbc944a777a1531192d9878e481a = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6ab500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6ab500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_7ef1300993c97e918db2a40ec76bd83e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ca12859d6dc1a62c1d011080d1068d4 = $(`&lt;div id=&quot;html_2ca12859d6dc1a62c1d011080d1068d4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 20.72&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_7ef1300993c97e918db2a40ec76bd83e.setContent(html_2ca12859d6dc1a62c1d011080d1068d4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2a3cbc944a777a1531192d9878e481a.bindPopup(popup_7ef1300993c97e918db2a40ec76bd83e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46d6c723b49c43d3e494d4235ca310f0 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_f1a6a14b1abdb32d4d5ba0083b27bdca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4da1db118b485d1770ccaa5798a53f4c = $(`&lt;div id=&quot;html_4da1db118b485d1770ccaa5798a53f4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 285.72&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f1a6a14b1abdb32d4d5ba0083b27bdca.setContent(html_4da1db118b485d1770ccaa5798a53f4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46d6c723b49c43d3e494d4235ca310f0.bindPopup(popup_f1a6a14b1abdb32d4d5ba0083b27bdca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f50a599a1196c80d8d9f9e4dd849315d = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_6f091393248a193d2a7201cfeb380d24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4114682de34fcd8c5f50c235c6c622f0 = $(`&lt;div id=&quot;html_4114682de34fcd8c5f50c235c6c622f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 2.3&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_6f091393248a193d2a7201cfeb380d24.setContent(html_4114682de34fcd8c5f50c235c6c622f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f50a599a1196c80d8d9f9e4dd849315d.bindPopup(popup_6f091393248a193d2a7201cfeb380d24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d1aeed12f86d412e869d88c506a6071a = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_924814d9b907a26aae4be74938c28efa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a965a6a4a1737ef530bd42b9ea2dd51b = $(`&lt;div id=&quot;html_a965a6a4a1737ef530bd42b9ea2dd51b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 254.24&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_924814d9b907a26aae4be74938c28efa.setContent(html_a965a6a4a1737ef530bd42b9ea2dd51b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d1aeed12f86d412e869d88c506a6071a.bindPopup(popup_924814d9b907a26aae4be74938c28efa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_efcd680260deb646e52eb9de12c8db1f = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_cf4452c00bdd4a6ff7b67b764f8bb5e4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb57b3a3455b4c417ed75592f665e7d9 = $(`&lt;div id=&quot;html_bb57b3a3455b4c417ed75592f665e7d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 212.56&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_cf4452c00bdd4a6ff7b67b764f8bb5e4.setContent(html_bb57b3a3455b4c417ed75592f665e7d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_efcd680260deb646e52eb9de12c8db1f.bindPopup(popup_cf4452c00bdd4a6ff7b67b764f8bb5e4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d15a1793ecde7a19a5b43d0dbdabe2f7 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_03345cd5d071ff0ed967f73f3e4473e4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43c99b471849f247fdc2b81bc8f4048d = $(`&lt;div id=&quot;html_43c99b471849f247fdc2b81bc8f4048d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 311.53&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_03345cd5d071ff0ed967f73f3e4473e4.setContent(html_43c99b471849f247fdc2b81bc8f4048d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d15a1793ecde7a19a5b43d0dbdabe2f7.bindPopup(popup_03345cd5d071ff0ed967f73f3e4473e4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d5ac7d0663bef7da9867a92e5b6610f = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_e27e636535ca1a564c911d3f58a7314f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ccabd7eb24162764b76bc12e1826e454 = $(`&lt;div id=&quot;html_ccabd7eb24162764b76bc12e1826e454&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 78.33&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e27e636535ca1a564c911d3f58a7314f.setContent(html_ccabd7eb24162764b76bc12e1826e454);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d5ac7d0663bef7da9867a92e5b6610f.bindPopup(popup_e27e636535ca1a564c911d3f58a7314f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0a55ed1794401695a067db49e859e8c7 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_22bd76fb9c85417e0e095539d030c4de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_97a2b9e30f07318688ea1bcb61ba0e7c = $(`&lt;div id=&quot;html_97a2b9e30f07318688ea1bcb61ba0e7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 70.1&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_22bd76fb9c85417e0e095539d030c4de.setContent(html_97a2b9e30f07318688ea1bcb61ba0e7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0a55ed1794401695a067db49e859e8c7.bindPopup(popup_22bd76fb9c85417e0e095539d030c4de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a857b3e40b427d0435eb28351dff5ad1 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_9485d2301c71c126b85dd65e7fa45949 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_188c29c7531786f2e490ef2ed2d484ea = $(`&lt;div id=&quot;html_188c29c7531786f2e490ef2ed2d484ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 70.1&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9485d2301c71c126b85dd65e7fa45949.setContent(html_188c29c7531786f2e490ef2ed2d484ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a857b3e40b427d0435eb28351dff5ad1.bindPopup(popup_9485d2301c71c126b85dd65e7fa45949)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_75cc574e48a451d0c02df54887e6b3af = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_4242706ed58ebbae5c0df53d2dd03316 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8cd2728bc6291de4d975f21fda154379 = $(`&lt;div id=&quot;html_8cd2728bc6291de4d975f21fda154379&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 401.11&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_4242706ed58ebbae5c0df53d2dd03316.setContent(html_8cd2728bc6291de4d975f21fda154379);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_75cc574e48a451d0c02df54887e6b3af.bindPopup(popup_4242706ed58ebbae5c0df53d2dd03316)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_be31b76a9d660db22224c9f55a7a47b7 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_f44b045196c52db5be2041b688c059c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aed79e132ce31c377a035ab444d937cb = $(`&lt;div id=&quot;html_aed79e132ce31c377a035ab444d937cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f44b045196c52db5be2041b688c059c7.setContent(html_aed79e132ce31c377a035ab444d937cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be31b76a9d660db22224c9f55a7a47b7.bindPopup(popup_f44b045196c52db5be2041b688c059c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9c56355ad29511427fb1a87cab0c208 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_993c9396c9ff6bd3fb086c8578ac8724 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0989ba41f43dbc3adac315c73d706619 = $(`&lt;div id=&quot;html_0989ba41f43dbc3adac315c73d706619&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 75.67&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_993c9396c9ff6bd3fb086c8578ac8724.setContent(html_0989ba41f43dbc3adac315c73d706619);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9c56355ad29511427fb1a87cab0c208.bindPopup(popup_993c9396c9ff6bd3fb086c8578ac8724)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d596ede7e20321eab59df09d74bd11b5 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_92460ba184bb89890d105651a58c3047 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c041bb3e7ee53008677365289f7a7b3e = $(`&lt;div id=&quot;html_c041bb3e7ee53008677365289f7a7b3e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_92460ba184bb89890d105651a58c3047.setContent(html_c041bb3e7ee53008677365289f7a7b3e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d596ede7e20321eab59df09d74bd11b5.bindPopup(popup_92460ba184bb89890d105651a58c3047)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_44e2b675aa60ef87c1d75bdf6660a9a7 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_a7a45ce557b71131a6705ab46647310b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_18b1d234da84b070f88508bfd53a689d = $(`&lt;div id=&quot;html_18b1d234da84b070f88508bfd53a689d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 326.4&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a7a45ce557b71131a6705ab46647310b.setContent(html_18b1d234da84b070f88508bfd53a689d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_44e2b675aa60ef87c1d75bdf6660a9a7.bindPopup(popup_a7a45ce557b71131a6705ab46647310b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4707e023ee873c8fc6a3b26ded8e680c = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eff700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eff700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_d4ec6106f16893432ca3cfe0557d4815 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6726811cd5eb73bb1b460e933d5d356f = $(`&lt;div id=&quot;html_6726811cd5eb73bb1b460e933d5d356f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 46.75&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d4ec6106f16893432ca3cfe0557d4815.setContent(html_6726811cd5eb73bb1b460e933d5d356f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4707e023ee873c8fc6a3b26ded8e680c.bindPopup(popup_d4ec6106f16893432ca3cfe0557d4815)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de5c78c1039f4b101559fa234d4fbf6f = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_ec1eebf23073d23ed90da694c910bebd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_89d7dbfcca23beb833812b9434779e56 = $(`&lt;div id=&quot;html_89d7dbfcca23beb833812b9434779e56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 356.57&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ec1eebf23073d23ed90da694c910bebd.setContent(html_89d7dbfcca23beb833812b9434779e56);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de5c78c1039f4b101559fa234d4fbf6f.bindPopup(popup_ec1eebf23073d23ed90da694c910bebd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1f39294e94e2cae0f8a2899e8c2b5258 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_26a66a9dbcbeafe21ebbe45abc1e047a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_87c0d19fdc81e1b8785b500acd878cb4 = $(`&lt;div id=&quot;html_87c0d19fdc81e1b8785b500acd878cb4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 283.06&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_26a66a9dbcbeafe21ebbe45abc1e047a.setContent(html_87c0d19fdc81e1b8785b500acd878cb4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1f39294e94e2cae0f8a2899e8c2b5258.bindPopup(popup_26a66a9dbcbeafe21ebbe45abc1e047a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f221fe6a096a944f4490e9bb30fe8b55 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_bfc62bd6da77079eee14026c7fefcd70 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9144b4f02922526985b0347678b5c763 = $(`&lt;div id=&quot;html_9144b4f02922526985b0347678b5c763&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 538.34&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_bfc62bd6da77079eee14026c7fefcd70.setContent(html_9144b4f02922526985b0347678b5c763);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f221fe6a096a944f4490e9bb30fe8b55.bindPopup(popup_bfc62bd6da77079eee14026c7fefcd70)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ef37c0400c7dc9ac1f47289808aa163d = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_ffccaf9d6effb07b4b07f069f0aefd8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9707909c86fe41faabc4edbb113d4267 = $(`&lt;div id=&quot;html_9707909c86fe41faabc4edbb113d4267&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 10.81&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ffccaf9d6effb07b4b07f069f0aefd8a.setContent(html_9707909c86fe41faabc4edbb113d4267);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ef37c0400c7dc9ac1f47289808aa163d.bindPopup(popup_ffccaf9d6effb07b4b07f069f0aefd8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1b8d59cee91c6aa4e8fa2c8ce2df8f01 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_bb5da73a34617b2fbff2170d953f8d0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2c43151c9d3eee0311e56b6bdaa5a9e0 = $(`&lt;div id=&quot;html_2c43151c9d3eee0311e56b6bdaa5a9e0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 52.35&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bb5da73a34617b2fbff2170d953f8d0b.setContent(html_2c43151c9d3eee0311e56b6bdaa5a9e0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1b8d59cee91c6aa4e8fa2c8ce2df8f01.bindPopup(popup_bb5da73a34617b2fbff2170d953f8d0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d27ef27d0fcb2df76c2114d869912017 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_e053870ebb10bb9b9b928e71391aaae4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cef96951c5d9d8953a9300cac6b6b4c0 = $(`&lt;div id=&quot;html_cef96951c5d9d8953a9300cac6b6b4c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 52.35&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e053870ebb10bb9b9b928e71391aaae4.setContent(html_cef96951c5d9d8953a9300cac6b6b4c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d27ef27d0fcb2df76c2114d869912017.bindPopup(popup_e053870ebb10bb9b9b928e71391aaae4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_07e5099b2fbe530c224e2c86d38e85e0 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_15522bdb787af0819e53d5b31bbd1955 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2292097d1e36f7e8382585e6d751c17d = $(`&lt;div id=&quot;html_2292097d1e36f7e8382585e6d751c17d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 364.13&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_15522bdb787af0819e53d5b31bbd1955.setContent(html_2292097d1e36f7e8382585e6d751c17d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_07e5099b2fbe530c224e2c86d38e85e0.bindPopup(popup_15522bdb787af0819e53d5b31bbd1955)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9316063496c80983a0cdb69bdc920cb7 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_e2acbacb1c56f8facfa333ab6440a390 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24b7686aaa39dbe4188196c41a643eb7 = $(`&lt;div id=&quot;html_24b7686aaa39dbe4188196c41a643eb7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 37.13&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e2acbacb1c56f8facfa333ab6440a390.setContent(html_24b7686aaa39dbe4188196c41a643eb7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9316063496c80983a0cdb69bdc920cb7.bindPopup(popup_e2acbacb1c56f8facfa333ab6440a390)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bbd6f957822751bc09999d0063b25a85 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#148a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#148a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_a72bff58c4aa0741cd31c209f262ee4d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a68720d7181d1ad0afee55e3f24f5c7 = $(`&lt;div id=&quot;html_0a68720d7181d1ad0afee55e3f24f5c7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 3.95&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a72bff58c4aa0741cd31c209f262ee4d.setContent(html_0a68720d7181d1ad0afee55e3f24f5c7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bbd6f957822751bc09999d0063b25a85.bindPopup(popup_a72bff58c4aa0741cd31c209f262ee4d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3405a7ac97cc1170a50dc7c5a8191191 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_449440030b64c42cea6344fe37de6a08 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_048dde0b48189bf13b919be76f18e4ab = $(`&lt;div id=&quot;html_048dde0b48189bf13b919be76f18e4ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 245.8&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_449440030b64c42cea6344fe37de6a08.setContent(html_048dde0b48189bf13b919be76f18e4ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3405a7ac97cc1170a50dc7c5a8191191.bindPopup(popup_449440030b64c42cea6344fe37de6a08)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_adce5e0dd7b102321bc966ddd9ace3ff = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eff700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eff700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_62c65880f5969c98e70f6c7c26800c43 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4bef6d8782512081150f0ddca614c6c = $(`&lt;div id=&quot;html_f4bef6d8782512081150f0ddca614c6c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 46.75&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_62c65880f5969c98e70f6c7c26800c43.setContent(html_f4bef6d8782512081150f0ddca614c6c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_adce5e0dd7b102321bc966ddd9ace3ff.bindPopup(popup_62c65880f5969c98e70f6c7c26800c43)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_19b71018be36cd12d7961e5fd5d94579 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_8237f6f27a170ae8f3154317c673caf6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b02a3bd550973734759b4590630718b8 = $(`&lt;div id=&quot;html_b02a3bd550973734759b4590630718b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 278.2&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8237f6f27a170ae8f3154317c673caf6.setContent(html_b02a3bd550973734759b4590630718b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_19b71018be36cd12d7961e5fd5d94579.bindPopup(popup_8237f6f27a170ae8f3154317c673caf6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5d11410b2bcf314a79da1e1af0b47b7 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_6ead6d17a2170b66a9bf6d22a56777ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d04208096beed0eaf4be8157cef001de = $(`&lt;div id=&quot;html_d04208096beed0eaf4be8157cef001de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 278.2&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6ead6d17a2170b66a9bf6d22a56777ae.setContent(html_d04208096beed0eaf4be8157cef001de);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5d11410b2bcf314a79da1e1af0b47b7.bindPopup(popup_6ead6d17a2170b66a9bf6d22a56777ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74d69b6214fa94201e7fbaa17fe2608d = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_d9a3ad8c339a5dfc503a15e6f72b8876 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_18af8c9e979dd52d743a230045e1bc93 = $(`&lt;div id=&quot;html_18af8c9e979dd52d743a230045e1bc93&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 336.76&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d9a3ad8c339a5dfc503a15e6f72b8876.setContent(html_18af8c9e979dd52d743a230045e1bc93);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74d69b6214fa94201e7fbaa17fe2608d.bindPopup(popup_d9a3ad8c339a5dfc503a15e6f72b8876)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_827f6702ead4d6941b1780a1dc8f86ff = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_4947e0ffb4e8ae09f2b698cf5c3fc5c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3f37a45db522a706828af052bd1639ff = $(`&lt;div id=&quot;html_3f37a45db522a706828af052bd1639ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 160.05&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4947e0ffb4e8ae09f2b698cf5c3fc5c1.setContent(html_3f37a45db522a706828af052bd1639ff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_827f6702ead4d6941b1780a1dc8f86ff.bindPopup(popup_4947e0ffb4e8ae09f2b698cf5c3fc5c1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7f0b5b557e91ab80a5c8ea69c1cddfec = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_f13a4a65d899ba6ef904feb5d0ae83bc);\n",
              "        \n",
              "    \n",
              "        var popup_5c997f3c968203e0e5af00a49e710d7c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80e1f3033f5cbc7f898cc6cdee66a3e8 = $(`&lt;div id=&quot;html_80e1f3033f5cbc7f898cc6cdee66a3e8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2017-01-01&lt;br&gt;Incidence: 108.55&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5c997f3c968203e0e5af00a49e710d7c.setContent(html_80e1f3033f5cbc7f898cc6cdee66a3e8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7f0b5b557e91ab80a5c8ea69c1cddfec.bindPopup(popup_5c997f3c968203e0e5af00a49e710d7c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "    var color_map_775371b1ce46aecbb43ab012059659a6 = {};\n",
              "\n",
              "    \n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.color = d3.scale.threshold()\n",
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              "    \n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.x = d3.scale.linear()\n",
              "              .domain([0.0, 100.0])\n",
              "              .range([0, 450 - 50]);\n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.legend = L.control({position: &#x27;topright&#x27;});\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.legend.addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.xAxis = d3.svg.axis()\n",
              "        .scale(color_map_775371b1ce46aecbb43ab012059659a6.x)\n",
              "        .orient(&quot;top&quot;)\n",
              "        .tickSize(1)\n",
              "        .tickValues([0.0, 50.0, 100.0]);\n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
              "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
              "        .attr(&quot;width&quot;, 450)\n",
              "        .attr(&quot;height&quot;, 40);\n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.g = color_map_775371b1ce46aecbb43ab012059659a6.svg.append(&quot;g&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
              "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.g.selectAll(&quot;rect&quot;)\n",
              "        .data(color_map_775371b1ce46aecbb43ab012059659a6.color.range().map(function(d, i) {\n",
              "          return {\n",
              "            x0: i ? color_map_775371b1ce46aecbb43ab012059659a6.x(color_map_775371b1ce46aecbb43ab012059659a6.color.domain()[i - 1]) : color_map_775371b1ce46aecbb43ab012059659a6.x.range()[0],\n",
              "            x1: i &lt; color_map_775371b1ce46aecbb43ab012059659a6.color.domain().length ? color_map_775371b1ce46aecbb43ab012059659a6.x(color_map_775371b1ce46aecbb43ab012059659a6.color.domain()[i]) : color_map_775371b1ce46aecbb43ab012059659a6.x.range()[1],\n",
              "            z: d\n",
              "          };\n",
              "        }))\n",
              "      .enter().append(&quot;rect&quot;)\n",
              "        .attr(&quot;height&quot;, 40 - 30)\n",
              "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
              "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
              "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
              "\n",
              "    color_map_775371b1ce46aecbb43ab012059659a6.g.call(color_map_775371b1ce46aecbb43ab012059659a6.xAxis).append(&quot;text&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
              "        .attr(&quot;y&quot;, 21)\n",
              "        .text(&quot;Incidence Rate&quot;);\n",
              "    \n",
              "            var layer_control_3bfcdd73a78619af3892d23f9e517430 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_41d73155ecd0fe0f33b15c495a3f1494,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;2007-01-01&quot; : feature_group_23281a12362ba825cac1dec81fa50171,\n",
              "                    &quot;2008-01-01&quot; : feature_group_68b987dcc4db141eb27253f54f48c40a,\n",
              "                    &quot;2009-01-01&quot; : feature_group_10b34e63530d78ac7d33a2bc27d6f410,\n",
              "                    &quot;2010-01-01&quot; : feature_group_2f74514fc3d40b9137593d11f2206d70,\n",
              "                    &quot;2011-01-01&quot; : feature_group_825526b5f26f5213e586377a87f14f33,\n",
              "                    &quot;2012-01-01&quot; : feature_group_63efc83e16bb93529da515085c5b2ab5,\n",
              "                    &quot;2013-01-01&quot; : feature_group_aba7e420b776e21495f51ca9ab16e630,\n",
              "                    &quot;2014-01-01&quot; : feature_group_393a5940e95a78c5f60c118328de9764,\n",
              "                    &quot;2015-01-01&quot; : feature_group_ee6f747ffc5a91bcfe1990edfe9d39c4,\n",
              "                    &quot;2016-01-01&quot; : feature_group_f6cbe1abca10f241355cb15ed9bbeeba,\n",
              "                    &quot;2017-01-01&quot; : feature_group_f13a4a65d899ba6ef904feb5d0ae83bc,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_3bfcdd73a78619af3892d23f9e517430.base_layers,\n",
              "                layer_control_3bfcdd73a78619af3892d23f9e517430.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_48af22d28933d1ef872ec55c5ad0b6de);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ],
      "source": [
        "import folium\n",
        "from branca.colormap import LinearColormap\n",
        "#Geographical location of countries based on their incidence rates\n",
        "\n",
        "# Define the percentiles for classification (as decimals)\n",
        "percentiles = [0.25, 0.75]\n",
        "\n",
        "# Create an interactive map using sorted_merged_gdf\n",
        "m = folium.Map(location=[0, 0], zoom_start=2)\n",
        "\n",
        "# Define a color scale for incidence rates\n",
        "color_scale = LinearColormap(['green', 'yellow', 'red'], vmin=0, vmax=100)\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Create a feature group for each year\n",
        "    year_group = folium.FeatureGroup(name=str(year))\n",
        "\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values = sorted_merged_gdf[sorted_merged_gdf['Year'] == year]['Incidence of malaria (per 1,000 population at risk)'].quantile(percentiles)\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        popup_html = f\"Country: {row['Country Name_right']}<br>Year: {row['Year']}<br>Incidence: {row['Incidence of malaria (per 1,000 population at risk)']}\"\n",
        "        color = color_scale(row['Incidence of malaria (per 1,000 population at risk)'])\n",
        "\n",
        "        # Classify countries based on percentiles\n",
        "        if row['Incidence of malaria (per 1,000 population at risk)'] < percentiles_values.iloc[0]:\n",
        "            category = 'Low'\n",
        "        elif row['Incidence of malaria (per 1,000 population at risk)'] > percentiles_values.iloc[1]:\n",
        "            category = 'High'\n",
        "        else:\n",
        "            category = 'Medium'\n",
        "\n",
        "        folium.CircleMarker(\n",
        "            location=[row['latitude'], row['longitude']],\n",
        "            radius=5,\n",
        "            color=color,\n",
        "            fill=True,\n",
        "            fill_color=color,\n",
        "            fill_opacity=0.7,\n",
        "            popup=folium.Popup(html=f\"{popup_html}<br>Category: {category}\"),\n",
        "        ).add_to(year_group)\n",
        "\n",
        "    # Add the feature group to the map\n",
        "    year_group.add_to(m)\n",
        "\n",
        "# Add the color scale to the map\n",
        "color_scale.caption = 'Incidence Rate'\n",
        "m.add_child(color_scale)\n",
        "\n",
        "# Add a layer control to the map\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "# Save the interactive map to an HTML file\n",
        "m.save('interactive_map_with_classification.html')\n",
        "\n",
        "# Display the map in the notebook\n",
        "m"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WmpWGbh-0O97",
        "outputId": "bc92a7e5-d740-437a-fb46-e4336aa5d053"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Year: 2007-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: High\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: High\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: Medium\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: Medium\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Low\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: High\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: Medium\n",
            "Country: Somalia, Category: Medium\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Medium\n",
            "Country: Togo, Category: High\n",
            "Country: Tunisia, Category: High\n",
            "Country: Uganda, Category: Medium\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2008-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: Medium\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: High\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Low\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: High\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Medium\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Medium\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Low\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: High\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2009-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: High\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: High\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Medium\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Low\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: High\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2010-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: High\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: Medium\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: High\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Medium\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: High\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2011-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: High\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: Medium\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: High\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Medium\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Low\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: High\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2012-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: High\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: High\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: Medium\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: Medium\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Medium\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Low\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: Medium\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2013-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: High\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: Medium\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: Medium\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Medium\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Low\n",
            "Country: Togo, Category: High\n",
            "Country: Tunisia, Category: High\n",
            "Country: Uganda, Category: Medium\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2014-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: High\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: Medium\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: Medium\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Medium\n",
            "Country: Togo, Category: High\n",
            "Country: Tunisia, Category: High\n",
            "Country: Uganda, Category: Medium\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2015-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: High\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: Medium\n",
            "Country: Rwanda, Category: Medium\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Medium\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Low\n",
            "Country: Togo, Category: High\n",
            "Country: Tunisia, Category: High\n",
            "Country: Uganda, Category: Medium\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2016-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: High\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Low\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: Medium\n",
            "Country: Rwanda, Category: High\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Medium\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: Medium\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n",
            "Year: 2017-01-01\n",
            "Country: Algeria, Category: Low\n",
            "Country: Angola, Category: Medium\n",
            "Country: Benin, Category: High\n",
            "Country: Botswana, Category: Low\n",
            "Country: Burkina Faso, Category: High\n",
            "Country: Burundi, Category: Medium\n",
            "Country: Cameroon, Category: Medium\n",
            "Country: Central African Republic, Category: High\n",
            "Country: Chad, Category: Medium\n",
            "Country: Djibouti, Category: Low\n",
            "Country: Equatorial Guinea, Category: Medium\n",
            "Country: Eswatini, Category: Low\n",
            "Country: Gabon, Category: Medium\n",
            "Country: Ghana, Category: Medium\n",
            "Country: Guinea, Category: High\n",
            "Country: Guinea-Bissau, Category: Medium\n",
            "Country: Kenya, Category: Medium\n",
            "Country: Lesotho, Category: Medium\n",
            "Country: Liberia, Category: High\n",
            "Country: Libya, Category: Low\n",
            "Country: Madagascar, Category: Medium\n",
            "Country: Morocco, Category: Low\n",
            "Country: Mozambique, Category: High\n",
            "Country: Namibia, Category: Medium\n",
            "Country: Niger, Category: High\n",
            "Country: Nigeria, Category: Medium\n",
            "Country: Rwanda, Category: High\n",
            "Country: Sao Tome and Principe, Category: Low\n",
            "Country: Senegal, Category: Medium\n",
            "Country: Seychelles, Category: Medium\n",
            "Country: Sierra Leone, Category: High\n",
            "Country: Somalia, Category: Low\n",
            "Country: South Africa, Category: Low\n",
            "Country: South Sudan, Category: Medium\n",
            "Country: Sudan, Category: Medium\n",
            "Country: Togo, Category: Medium\n",
            "Country: Tunisia, Category: Medium\n",
            "Country: Uganda, Category: High\n",
            "Country: Zambia, Category: Medium\n",
            "Country: Zimbabwe, Category: Medium\n",
            "--------------------\n"
          ]
        }
      ],
      "source": [
        "#Classifying each countries based on their incidence rates into groups over the years (2007 - 2017)\n",
        "classifications = {}\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values = sorted_merged_gdf[sorted_merged_gdf['Year'] == year]['Incidence of malaria (per 1,000 population at risk)'].quantile(percentiles)\n",
        "\n",
        "    year_classifications = {}\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        # Classify countries based on percentiles\n",
        "        if row['Incidence of malaria (per 1,000 population at risk)'] < percentiles_values.iloc[0]:\n",
        "            category = 'Low'\n",
        "        elif row['Incidence of malaria (per 1,000 population at risk)'] > percentiles_values.iloc[1]:\n",
        "            category = 'High'\n",
        "        else:\n",
        "            category = 'Medium'\n",
        "\n",
        "        year_classifications[row['Country Name_right']] = category\n",
        "\n",
        "    classifications[year] = year_classifications\n",
        "\n",
        "# Print the classifications\n",
        "for year, year_classifications in classifications.items():\n",
        "    print(f\"Year: {year}\")\n",
        "    for country, category in year_classifications.items():\n",
        "        print(f\"Country: {country}, Category: {category}\")\n",
        "    print(\"-\" * 20)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nTviTcY12Unc",
        "outputId": "89decb53-0107-4622-9ad3-40a0ec3a5c92"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country Name_left                                                                            object\n",
              "geometry                                                                                   geometry\n",
              "index_right                                                                                   int64\n",
              "Country Name_right                                                                           object\n",
              "Year                                                                                         object\n",
              "Incidence of malaria (per 1,000 population at risk)                                         float64\n",
              "Malaria cases reported                                                                      float64\n",
              "Malaria death                                                                                 int64\n",
              "Use of insecticide-treated bed net in total population                                      float64\n",
              "Children with fever receiving antimalarial drugs (% of children under age 5 with fever)     float64\n",
              "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)       float64\n",
              "Total Population                                                                            float64\n",
              "Rural Population                                                                            float64\n",
              "Urban Population                                                                            float64\n",
              "Rural population (% of total population)                                                    float64\n",
              "Rural population growth (annual %)                                                          float64\n",
              "Urban population (% of total population)                                                    float64\n",
              "Urban population growth (annual %)                                                          float64\n",
              "People using at least basic drinking water services (% of population)                       float64\n",
              "People using at least basic drinking water services, rural (% of rural population)          float64\n",
              "People using at least basic drinking water services, urban (% of urban population)          float64\n",
              "People using at least basic sanitation services (% of population)                           float64\n",
              "People using at least basic sanitation services, rural (% of rural population)              float64\n",
              "People using at least basic sanitation services, urban  (% of urban population)             float64\n",
              "latitude                                                                                    float64\n",
              "longitude                                                                                   float64\n",
              "Total Malaria Cases                                                                         float64\n",
              "Mortality Rate                                                                              float64\n",
              "Prevalence Rate                                                                             float64\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "sorted_merged_gdf.dtypes"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9m8-ggyKPBq2"
      },
      "source": [
        "Visualizing countries with high, medium and low incidence rates across the years"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "kLhUtiZr505R",
        "outputId": "4359c608-4de7-4487-91d8-1638a89e6101"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#Heatmap representation of countries with high, low and medium incidence rates\n",
        "# Convert 'Year' column to datetime format\n",
        "sorted_merged_gdf['Year'] = pd.to_datetime(sorted_merged_gdf['Year'])\n",
        "\n",
        "# Pivot the data for heatmap\n",
        "heatmap_data = sorted_merged_gdf.pivot(index='Country Name_right', columns='Year', values='Incidence of malaria (per 1,000 population at risk)')\n",
        "\n",
        "# Create a heatmap\n",
        "plt.figure(figsize=(12, 8))\n",
        "sns.heatmap(heatmap_data, cmap='YlOrRd', cbar_kws={'label': 'Incidence Rate'})\n",
        "plt.title('Incidence Rates of Malaria Across Countries and Years')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Country')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 758
        },
        "id": "gwpZY8j26QY1",
        "outputId": "31d78067-6128-4429-cedf-8fe5e6ca2e3e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 4 Axes>"
            ],
            "image/png": 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a5cqVMxo0aGDR/t/v//j4eCMpKcmiz6lTpwxnZ2dj9OjR5ra779miRYumONZ/38+p1WMYhhEVFWWYTCbj999/f8CZMIzz588bDg4OxqxZs8xttWrVSvFZ99lnnxmSjIkTJ6YY4+5799SpU4Ykw9PT07hw4YJFn0qVKhl58+Y1Ll++bG7bt2+fYWdnZ3Tq1Mnc5uXlZbz++utW683oe+m7774zJBmTJk1KU//JkycbkowvvvjC3JaYmGjUrFnT8PDwMK5evWoYRupfE8P4v3Mxd+5cc1vnzp0NSRZfb8MwjMqVKxtVq1Y1P7/f5/vdMYYNG5bqtns/d7ds2WJIMhYuXGjRb/Xq1RbtafmZY01q779evXoZbm5uFj+DgoODDUnG559/bm5LSEgw/P39jdatW5vb7p73xYsXm9uuX79uFC9ePNXzbE2/fv0MR0dHw8PDw+jQoYO5Pa0/HzPj+7VixYopPj8AAAAAIDtK8yX8V69elaQ0zVx6WHdnCK5YsSLd6/FduXJFGzduVLt27XTt2jVdunRJly5d0uXLlxUSEqLjx49bXPosST169LBYE3PdunWKjY1Vhw4dzPtfunRJ9vb2evrpp7Vp0yZJ0rlz57R371517tzZYtZXo0aNVKZMmQy++jsaNmxoMaOtQoUK8vT01G+//SbpzuzQ5cuXq3nz5qpWrVqK/VNbKkG6c5nqhQsX1Lt3b4sZfaGhoSlmri1ZskSlS5dWUFCQxXlo0KCBJJnPQ2bXvGTJEtWpU0c+Pj4Wx23YsKGSkpL0448/Wj9x/9/Ro0fl5+cnPz8/BQUFacKECXrxxRctLieWJFdXV/O/4+PjdenSJT3zzDOSZHHJtDXLli1TcnKy2rVrZ1Grv7+/SpQoYT5Hd8/tmjVrdOPGjQeOe9fdr1ffvn0t1v5s2rSpgoKCMmXN4Xbt2unmzZtasWKFrl27phUrVtz3JkL3nrN//vlH//77r+rUqfPA8+Xs7GxeEzEpKUmXL1+Wh4eHSpUqleq+nTt3tjhWWuq5fv26Ll26pFq1askwDO3Zs+eB+3/11Veys7NT69atzW0dOnTQqlWrLC7z/uabb5QnTx71798/xRj//X5r3bq1eYay9H+fFaGhofL19TW3V6hQQY0aNdIPP/xgbvP29tZPP/2kv/76K9V6M/peSu9n+A8//CB/f3916NDB3Obo6Kg33nhDcXFx2rx5c5qP/V+9e/e2eF6nTh3z50Ra9enT54F9lixZIi8vLzVq1Mji+7Nq1ary8PAwf38+zM+ce99/d3/m1KlTRzdu3NDRo0ct+np4eFiszezk5KQaNWpYvPYffvhB+fPnV5s2bcxtbm5u6tmzZ7rqGjt2rHLnzi07OztNmjRJUvp+PmbG96u3t7cOHTqk48ePp6t2AAAAAMhq0hygenp6SrrzC+KjFhwcrNatWysyMlJ58uRRixYtNHfu3DStAXfixAkZhqERI0aYA7S7j7vrv927BqZ0Z13Le939Za9BgwYpxli7dq15/99//12SVKJEiRR1lCpVKv0v/B6FCxdO0ebj42MOdC5evKirV6+qXLly6RrXWs2Ojo4qWrSoRdvx48d16NChFOegZMmSklKex8yq+fjx41q9enWK4969qc9/j5uawMBArVu3TmvWrNH06dNVsGBBXbx4McUNiK5cuaIBAwYoX758cnV1lZ+fn/n9kJa1SY8fPy7DMFSiRIkU9R45csRca5EiRTRo0CDNnj1befLkUUhIiD7++OMHHuPu1yu191NQUJB5+8O4e24XLVqkZcuWKSkpySK8+a8VK1bomWeekYuLi3x9fc2XXD/otSQnJ2vSpEkqUaKEnJ2dlSdPHvn5+Wn//v2p7vvf70trzpw5Yw4m766pGRwcLCltX8MvvvhCNWrU0OXLl3XixAmdOHFClStXVmJiosUSACdPnlSpUqUsbrZlzX9rv9/XsXTp0rp06ZJ5+ZDx48fr4MGDKlSokGrUqKGIiAiLgC2j76X0fob//vvvKlGiRIobAZUuXdriNaWXi4uLRbgsWX5OpIWDg0Oalkk5fvy4/v33X+XNmzfF92dcXJz5+/NhfuYcOnRIrVq1kpeXlzw9PeXn52cOSf/7NXnqqadShO3/fe2///67ihcvnqJfen+meHp6qlSpUipUqJDy5csnKX0/HzPj+3X06NGKjY1VyZIlVb58eQ0ZMkT79+9P1+sAAAAAgKwgzWugenp6qkCBAjp48GCGD2ZtVuR/b7ZhMpm0dOlS7dixQ//73/+0Zs0ade3aVR9++KF27NghDw8Pq8e4e5OhwYMHKyQkJNU+xYsXt3j+31kzd8dYsGCB/P39U+yflgDlYVm7S7xhGI/82HclJyerfPnymjhxYqrb710vVcq8mpOTk9WoUSMNHTo01e13A9z7cXd3t7iLeu3atVWlShUNHz7cYl3Pdu3aadu2bRoyZIgqVaokDw8PJScnq3Hjxmm6YVVycrJMJpNWrVqV6uu/97364YcfKjQ0VN99953Wrl2rN954Q1FRUdqxY8dDr5n7sF555RX16NFDf//9t1544QWLdWLvtWXLFr344ouqW7eupk+frvz588vR0VFz587VokWL7nuM9957TyNGjFDXrl01ZswY+fr6ys7OTgMHDkz1XKdl9mlSUpIaNWqkK1eu6K233lJQUJDc3d119uxZhYaGPvBrePz4ce3atUtS6n8IWbhwYbpn/qW1dmvatWunOnXq6Ntvv9XatWs1YcIEjRs3TsuWLTOvk5mR91JQUJAk6cCBAxmuLTVp/Vy/y9rnRHrcOzvyfpKTk5U3b14tXLgw1e13g9yM/syJjY1VcHCwPD09NXr0aBUrVkwuLi765Zdf9NZbb6V4/9n6cz09Px8z4/u1bt26OnnypPl9Onv2bE2aNEkzZsxQ9+7dM/GVAQAAAMCjla4ksFmzZpo5c6a2b9+umjVrpvtgPj4+ku780nlvQGNtJtMzzzyjZ555RmPHjtWiRYv06quv6quvvlL37t2t/tJ+dxalo6OjRYCWHncvQ8+bN+99xwgICJCkVC9PPHbsWIaOnVZ+fn7y9PRMd6B9b813L8WXpFu3bunUqVOqWLGiua1YsWLat2+fnnvuOavn+1HUXKxYMcXFxWX465eaChUq6LXXXtOnn36qwYMHq3Dhwvrnn3+0YcMGRUZGauTIkea+qX09rb3+YsWKyTAMFSlSJE3Bbvny5VW+fHm988472rZtm2rXrq0ZM2bo3XffTbX/3a/XsWPHLL5ed9vubn9YrVq1Uq9evbRjxw59/fXXVvt98803cnFx0Zo1a+Ts7Gxunzt37gOPsXTpUtWvX19z5syxaI+NjTXfmCu9Dhw4oF9//VXz589Xp06dzO1pvcv3woUL5ejoqAULFqQIt7Zu3aqPPvpIZ86cUeHChVWsWDH99NNPunXrVqp3sL+fe7+O/3X06FHlyZNH7u7u5rb8+fOrb9++6tu3ry5cuKAqVapo7Nix5gBVSv97qWTJkipVqpS+++47TZky5b5/iLpb8/79+5WcnGwRVt69LP3ua7r3c/1eDzM7OjM+b6Q735/r169X7dq10xRq3+9nTmqio6N1+fJlLVu2THXr1jW3nzp1KsM1BwQE6ODBgzIMw+I8ZMbPlPT8fMys71dfX1916dJFXbp0UVxcnOrWrauIiAgCVAAAAADZSpov4ZekoUOHyt3dXd27d9f58+dTbD958qSmTJlidf+7weS9a1hev35d8+fPt+j3zz//pJiRU6lSJUkyX1J5967L//2lPW/evKpXr54+/fRTnTt3LkUNFy9etFrfXSEhIfL09NR7772X6np4d8fInz+/KlWqpPnz51tc0rhu3TodPnz4gcd5GHZ2dmrZsqX+97//6eeff06x3dqMpmrVqsnPz08zZsxQYmKiuX3evHkpzmW7du109uxZzZo1K8U4N2/eNF9ynNk1t2vXTtu3b9eaNWtS9ImNjdXt27fTddy7hg4dqlu3bpln1N4NzP57riZPnpxi37vh1n/P0UsvvSR7e3tFRkamGMcwDF2+fFnSnfUn/1t3+fLlZWdnd9/LhKtVq6a8efNqxowZFv1WrVqlI0eO3Peu9+nh4eGhTz75RBEREWrevLnVfvb29jKZTBazC0+fPq3ly5c/8Bj29vYpztGSJUtSrEmcHql9DQ3DuO/n0L0WLlyoOnXq6OWXX1abNm0sHkOGDJEkffnll5LurGt66dIlTZs2LcU4D5pBeO9nxb3voYMHD2rt2rVq0qSJpDuzNv97eXTevHlVoEAB89c/o+8lSYqMjNTly5fVvXv3VL+P1q5dqxUrVkiSmjRpor///tsiUL99+7amTp0qDw8P8zIJAQEBsre3T7E28fTp0+9by/1Y+3xPr3bt2ikpKUljxoxJse327dvm8dPyMyc1qb3/EhMTH+q1N2nSRH/99ZeWLl1qbrtx44ZmzpyZ4THvSs/Px8z4fr37+XeXh4eHihcvnqalEQAAAAAgK0nXDNRixYpp0aJFevnll1W6dGl16tRJ5cqVU2JiorZt26YlS5YoNDTU6v7PP/+8ChcurG7dumnIkCGyt7fXZ599Jj8/P505c8bcb/78+Zo+fbpatWqlYsWK6dq1a5o1a5Y8PT3NQYOrq6vKlCmjr7/+WiVLlpSvr6/KlSuncuXK6eOPP9azzz6r8uXLq0ePHipatKjOnz+v7du3688//9S+ffvu+zo9PT31ySefqGPHjqpSpYrat29vrnHlypWqXbu2OUSJiopS06ZN9eyzz6pr1666cuWKpk6dqrJlyyouLi49pzfd3nvvPa1du1bBwcHq2bOnSpcurXPnzmnJkiXaunVrqpdhOzo66t1331WvXr3UoEEDvfzyyzp16pTmzp2bYg3Ujh07avHixerdu7c2bdqk2rVrKykpSUePHtXixYu1Zs2aVG8G9bA1DxkyRN9//72aNWum0NBQVa1aVdevX9eBAwe0dOlSnT59OkMzFsu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YkYsZubhjnmdGzwChhwVUAIBVvXv31vDhw7Vt27ZKY9u2bdOIESPUp08fC5XZ1b17d40dO9a4eHH06FGNGzdO3bt3D3xhQYBszMjFHdmYdezYUVOnTlVZWVmlsfLyck2bNk0dO3a0UJl99IwZuZiRizvmeWb0DBB6PI7jOLaLAABUXcePH9eAAQOUlpamOnXqKDY2VtK3Z0adOHFCKSkpev311xUTE2O30AA7dOiQevXqpT179igpKUkNGjSQJOXk5Gjnzp1KTEzU+++/r0aNGlmuNPDIxoxc3JGNWWZmplJSUlRaWqpu3br55bJhwwZFREToww8/VNu2bS1XGnj0jBm5mJGLO+Z5ZvQMEHpYQAUABIXdu3fr888/V3Z2tiQpLi5OnTt3VkJCguXK7KmoqFBaWpoxl+uvv15eb9W9kIRszMjFHdmY5efn69VXXzXmMmDAANWqVctyhfbQM2bkYkYuZ8Y8rzJ6BggtLKACAAAAAAAAgItw2wUAAHD69GmtXLlSGzdu9PsNfJcuXdS3b98zPnzgpy4jI8OYS1W9L+H3kY0ZubgjG7Ps7Gxt2rTJl0t8fLw6deqkuLg4y5XZR8+YkYsZuZgxz3NHzwChgzNQAQBW7du3TykpKTp8+LCSk5P97gG1adMmXXbZZVq9erVatGhhudLAys3N1a233qr09HQ1btzYL5eDBw+qa9euevvtt333EqtKyMaMXNyRjVlhYaHuueceLVu2TB6PR3Xr1pUkHTt2TI7jqH///nr55ZcVHR1tudLAo2fMyMWMXNwxzzOjZ4DQwwIqAMCq6667TjVq1NDSpUsr3WsvLy9PgwYN0qlTp5SWlmapQjtuu+02HT58WIsWLVLr1q39xvbu3au77rpLDRs21FtvvWWpQnvIxoxc3JGN2bBhw7Rhwwa98MIL6tGjh8LCwiRJ5eXlWrt2rR544AF169ZN8+bNs1xp4NEzZuRiRi7umOeZ0TNA6GEBFQBgVXR0tDIyMlyf8rxz504lJyerqKgowJXZVbNmTW3YsEHt27c3jm/dulXdu3dXfn5+gCuzj2zMyMUd2ZjVqVNHq1atUpcuXYzj6enp6t27t44fPx7gyuyjZ8zIxYxc3DHPM6NngNDDY90AAFbFxMQoKyvLdTwrK0sxMTEBqydYREZGKi8vz3U8Pz9fkZGRAawoeJCNGbm4IxuzioqKM957MCIiQhUVFQGsKHjQM2bkYkYu7pjnmdEzQOhhARUAYNWwYcM0aNAgzZw5U5mZmcrJyVFOTo4yMzM1c+ZMDRkyRMOHD7ddZsD169dPgwcP1ooVK/wm2Hl5eVqxYoXuvPNO9e/f32KF9pCNGbm4Ixuz3r17a/jw4dq2bVulsW3btmnEiBHq06ePhcrso2fMyMWMXNwxzzOjZ4AQ5AAAYNnUqVOd+Ph4x+PxOF6v1/F6vY7H43Hi4+OdadOm2S7PiuLiYufee+91IiIiHK/X60RFRTlRUVGO1+t1IiIinBEjRjjFxcW2y7SCbMzIxR3ZmB07dszp2bOn4/F4nLp16zoJCQlOQkKCU7duXcfr9To33HCDc/z4cdtlWkHPmJGLGbmcGfO8yugZIPRwD1QAQNA4cOCAsrOzJUlxcXFq1qyZ5Yrsy8vL09atW/1yufrqqys9iKEqIhszcnFHNmZ79uzRxo0b/XLp3LmzEhISLFdmHz1jRi5m5HJmzPMqo2eA0MECKgAAAAAAAAC44B6oAICgsWHDBm3ZssVv25YtW7RhwwZLFQWHgwcP6siRI37bjhw5ooMHD1qqKHiQjRm5uCMbnCt6xoxczMjFHfM8M3oGCA2cgQoACBper1cJCQnatWuXb1ubNm305Zdfqry83GJldpGLO7IxIxd3ZGPm9XrVpk0bffHFF75t5PItesaMXMzIxR3ZmJELEBrCbRcAAMB3Dhw4oGrVqvltW7t2rUpLSy1VFBzWrVun6Ohov21Lly5VUVGRpYqCB9mYkYs7sjFbuHChYmJi/LZNmTJFJ0+etFNQEKFnzMjFjFzcMc8zo2eA0MAZqAAAAAAAAADggjNQAQBBoaysTF988YXfU0gTExMrnalQFZ08edIvl9q1a1uuKHiQjRm5uCMbdyUlJZKkyMhIy5UEF3rGjFzMyMWMeZ47egYIDTxECgBgVUVFhR577DHVr19f7du31w033KAbbrhB7du3V2xsrCZMmKCKigrbZVoxf/58JSYmqm7dukpMTPT7fsGCBbbLs4pszMjFHdmYffTRR+rVq5fq1Kmj6OhoRUdHq06dOurVq5c+/vhj2+VZRc+YkYsZuZgxz3NHzwChhTNQAQBWjR8/XosXL9bUqVOVkpKiBg0aSJJycnL04YcfasKECTp9+rSmTZtmudLAmj59uiZNmqRRo0YZc3nwwQd1/PhxjR071nKlgUc2ZuTijmzMlixZomHDhum2227TzJkzK+XSq1cvLViwQL///e8tVxp49IwZuZiRizvmeWb0DBCCHAAALGrQoIGzZs0a1/E1a9Y4sbGxAawoODRu3NhZvny56/iyZcucRo0aBbCi4EE2ZuTijmzMWrZs6cyePdt1fM6cOU6LFi0CWFHwoGfMyMWMXNwxzzOjZ4DQwyX8AACr8vPz1bBhQ9fx+Ph4FRYWBrCi4JCbm6ukpCTX8aSkJB09ejSAFQUPsjEjF3dkY3bw4EH16NHDdfzaa6/Vv/71rwBWFDzoGTNyMSMXd8zzzOgZIPSwgAoAsKp79+4aO3ascZJ49OhRjRs3Tt27dw98YZZ17NhRU6dOVVlZWaWx8vJyTZs2TR07drRQmX1kY0Yu7sjG7PLLLz/jffYWLlyoxMTEAFYUPOgZM3IxIxd3zPPM6Bkg9Hgcx3FsFwEAqLoOHTqkXr16ac+ePUpKSvK7B9TOnTuVmJio999/X40aNbJcaWBlZmYqJSVFpaWl6tatm18uGzZsUEREhD788EO1bdvWcqWBRzZm5OKObMzWr1+v3r17q3nz5urRo4dfLmvXrtX+/fu1atUqdevWzXKlgUfPmJGLGbm4Y55nRs8AoYcFVACAdRUVFUpLS9Pnn3+u7OxsSVJcXJw6d+6s66+/Xl5v1bxgIj8/X6+++qoxlwEDBqhWrVqWK7SHbMzIxR3ZmGVlZemll14y5nLvvfeqadOmdgu0iJ4xIxczcnHHPM+MngFCCwuoAAAAAAAAAOAi3HYBAABIUkZGhjZu3Oj3G/guXbpU+fs/ZWdna9OmTb5c4uPj1alTJ8XFxVmuzD6yMSMXd2RjVlZWpi+++MIvlzZt2qhatWqWK7OPnjEjFzNyccc8z4yeAUKIAwCARTk5Oc4vf/lLx+PxOE2aNHE6derkdOrUyWnSpInj8XicX/7yl05OTo7tMgOuoKDAGThwoBMWFuaEh4c7sbGxTmxsrBMeHu6EhYU5d9xxh1NYWGi7TCvIxoxc3JGNWXl5ufPoo486MTExjsfj8fuKiYlxHnvsMae8vNx2mVbQM2bkYkYu7pjnmdEzQOipmjcbAQAEjZEjR6q8vFy7d+9WVlaWNm3apE2bNikrK0u7d+9WRUWF7rvvPttlBtyDDz6ojIwMrVq1SsXFxcrJyVFOTo6Ki4v1wQcfKCMjQw8++KDtMq0gGzNycUc2ZuPHj9df/vIXTZ06Vfv371dhYaEKCwu1f/9+TZs2TX/5y1+Umppqu0wr6BkzcjEjF3fM88zoGSD0cA9UAIBVNWvW1IYNG9S+fXvj+NatW9W9e3fl5+cHuDK76tSpo1WrVqlLly7G8fT0dPXu3VvHjx8PcGX2kY0ZubgjG7O4uDgtWbJEKSkpxvG0tDQNGjRIOTk5Aa7MPnrGjFzMyMUd8zwzegYIPZyBCgCwKjIyUnl5ea7j+fn5ioyMDGBFwaGiokIRERGu4xEREaqoqAhgRcGDbMzIxR3ZmOXn56thw4au4/Hx8SosLAxgRcGDnjEjFzNyccc8z4yeAUIPC6gAAKv69eunwYMHa8WKFX4T7Ly8PK1YsUJ33nmn+vfvb7FCO3r37q3hw4dr27Ztlca2bdumESNGqE+fPhYqs49szMjFHdmYde/eXWPHjtXRo0crjR09elTjxo1T9+7dA19YEKBnzMjFjFzcMc8zo2eA0MMl/AAAq0pKSvTQQw9p4cKFKisr8/02/vTp0woPD9fQoUM1c+bMKnd2wvHjxzVgwAClpaWpTp06io2NlSTl5ubqxIkTSklJ0euvv66YmBi7hVpANmbk4o5szA4dOqRevXppz549SkpKUoMGDSRJOTk52rlzpxITE/X++++rUaNGlisNPHrGjFzMyMUd8zwzegYIPSygAgCCQl5enrZu3ars7GxJ396b7+qrr1atWrUsV2bXnj17tHHjRr9cOnfurISEBMuV2Uc2ZuTijmwqq6ioUFpamj7//PNKuVx//fXyeqv2BWv0jBm5mJGLO+Z5ZvQMEDpYQAUAWPWb3/xG77zzDr9h/y933XWX/vznP6tmzZq2Swk6ZGNGLu7IxuyJJ57Q2LFjFR0dbbuUoEPPmJGLGbm4Y55nRs8AoYcFVACAVV6vV9nZ2b5Ll/CtsLAwHTlyhFwMyMaMXNyRjRm5uCMbM3IxIxd3zPPM6Bkg9FTta3IAAAhS/H7THdmYkYs7sjEjF3dkY0YuZuSCc0XPAKEn3HYBAADs2rXLd+8nN1dccUWAqgke+fn5ioqKOuM+VfXeYWRjRi7uyMbM4/HYLiFo0TNm5GJGLu6Y55nRM0Bo4RJ+AIBVXq9XHo/H+Jv477Z7PB6Vl5dbqM6e73JxU1VzkcjGDbm4Ixszr9er2rVrn3UR9dixYwGqKHjQM2bkYkYu7pjnmdEzQOjhDFQAgHWbNm1S/fr1bZcRdP7617+qbt26tssISmRjRi7uyMZs8uTJql27tu0yghI9Y0YuZuTijnmeGT0DhBbOQAUAWMXDBczIxR3ZmJGLO7IxIxd3ZGNGLmbk4o5szMgFCD08RAoAAACogrj/KQAAwA/DAioAwKpf//rXioiIsF1G0GnSpInCwsJslxGUyMaMXNyRjRkXormjZ8zIxYxc3DHPM6NngNDDJfwAAAAAAAAA4IIzUAEAQW3Hjh38ht5g9+7dat68ue0yghLZmJGLO7Ix+/rrr/Wb3/zGdhlBiZ4xIxczcnHHPM+MngGCDwuoAICgx8USlZ0+fVr//Oc/bZcRlMjGjFzckY1ZQUGB/va3v9kuIyjRM2bkYkYuZ8Y8rzJ6Bgg+4bYLAABUbbfccssZx0+ePFklH3QyZsyYM47/+9//DlAlwYdszMjFHdmYzZo164zj33zzTYAqCT70jBm5mJGLO+Z5ZvQMEHq4ByoAwKpq1arpuuuuU4MGDYzjx44d0/vvv6/y8vIAV2ZXWFiY2rVrp1q1ahnHCwoK9Pe//73K5SKRjRtycUc2Zl6vV/Hx8a4PeDl9+rSys7OrXC4SPeOGXMzIxR3zPDN6Bgg9nIEKALCqTZs2uvXWWzV06FDj+Pbt2/X+++8HuCr7WrRoodGjR+uOO+4wjm/fvl1XX311gKsKDmRjRi7uyMasSZMmmjZtmm6//XbjeFXNRaJn3JCLGbm4Y55nRs8AoYd7oAIArLr66qv197//3XU8MjJSjRs3DmBFwaFDhw7aunWr67jH46my9wwjGzNycUc2ZldffTW5uKBnzMjFjFzcMc8zo2eA0MMl/AAAq0pKSlReXq7o6GjbpQSV7OxslZSUqEmTJrZLCTpkY0Yu7sjGbNeuXSoqKlKHDh2M46WlpTp8+HCVzI2eMSMXM3JxxzzPjJ4BQg8LqAAAAAAAAADggnugAgCCQnZ2tjZt2qTs7GxJUlxcnJKTkxUXF2e5MrvKysr0xRdf+OWSmJioatWqWa7MPrIxIxd3ZOPu5MmTfrnUrl3bckXBgZ4xIxczcnHHPM+MngFCiAMAgEUFBQXOwIEDnbCwMCc8PNyJjY11YmNjnfDwcCcsLMy54447nMLCQttlBlx5ebnz6KOPOjExMY7H4/H7iomJcR577DGnvLzcdplWkI0ZubgjG3fz5s1z2rRp43i9Xr+vNm3aOPPnz7ddnjX0jBm5mJGLO+Z5ZvQMEHpYQAUAWDV06FCnZcuWzpo1a5yysjLf9rKyMictLc1p1aqVM2zYMIsV2vHwww879evXd+bOnescOHDAKSoqcoqKipwDBw44L7/8shMbG+s88sgjtsu0gmzMyMUd2Zg988wzTnR0tDN+/Hhn3bp1zq5du5xdu3Y569atc1JTU50aNWo406dPt12mFfSMGbmYkYs75nlm9AwQelhABQBYFRMT46Snp7uOf/rpp05MTEwAKwoODRo0cNasWeM6vmbNGic2NjaAFQUPsjEjF3dkY9a4cWNn+fLlruPLli1zGjVqFMCKggc9Y0YuZuTijnmeGT0DhB6v7VsIAACqtoqKCkVERLiOR0REqKKiIoAVBYf8/Hw1bNjQdTw+Pl6FhYUBrCh4kI0ZubgjG7Pc3FwlJSW5jiclJeno0aMBrCh40DNm5GJGLu6Y55nRM0DoYQEVAGBV7969NXz4cG3btq3S2LZt2zRixAj16dPHQmV2de/eXWPHjjUuXhw9elTjxo1T9+7dA19YECAbM3JxRzZmHTt21NSpU1VWVlZprLy8XNOmTVPHjh0tVGYfPWNGLmbk4o55nhk9A4Qej+M4ju0iAABV1/HjxzVgwAClpaWpTp06io2NlfTtmVEnTpxQSkqKXn/9dcXExNgtNMAOHTqkXr16ac+ePUpKSlKDBg0kSTk5Odq5c6cSExP1/vvvq1GjRpYrDTyyMSMXd2RjlpmZqZSUFJWWlqpbt25+uWzYsEERERH68MMP1bZtW8uVBh49Y0YuZuTijnmeGT0DhB4WUAEAQWHPnj3auHGjsrOzJUlxcXHq3LmzEhISLFdmT0VFhdLS0vT5559XyuX666+X11t1LyQhGzNycUc2Zvn5+Xr11VeNuQwYMEC1atWyXKE99IwZuZiRy5kxz6uMngFCCwuoAAAAAAAAAOCCX2kAAIJOrVq1tH//fttlBJ2kpCQdOnTIdhlBiWzMyMUd2ZjdeOONOnLkiO0yghI9Y0YuZuTijnmeGT0DBDcWUAEAQYeLI8yysrJUWlpqu4ygRDZm5OKObMw2bNigU6dO2S4jKNEzZuRiRi7umOeZ0TNAcGMBFQAAAAAAAABcsIAKAAg6d9xxR5V+cImbX/3qV6pevbrtMoIS2ZiRizuyMWvSpImqVatmu4ygRM+YkYsZubhjnmdGzwDBjYdIAQAAAAAAAIALzkAFAAS1nJwcPfHEE7bLCDrHjx/X0qVLbZcRlMjGjFzckY1ZYWGhNmzYYLuMoETPmJGLGbm4Y55nRs8AwYczUAEAQW3Hjh266qqrVF5ebruUoEIu7sjGjFzckY0ZubgjGzNyMSMXd2RjRi5A8Am3XQAAoGrLzMw84/jevXsDVElwycvLO+N4fn5+gCoJPmRjRi7uyAbnip4xIxczcnHHPM+MngFCD2egAgCs8nq98ng8Mv119N12j8dT5X4D/10ubqpqLhLZuCEXd2RjVrdu3TOOEhb2MgAAGLpJREFUl5eXq6CgoMrlItEzbsjFjFzcMc8zo2eA0MMZqAAAq+rWratnnnlG1157rXH8iy++UJ8+fQJclX01a9bUo48+quTkZOP4V199pXvuuSfAVQUHsjEjF3dkY1ZSUqIRI0YoKSnJOP7Pf/5TkydPDnBVwYGeMSMXM3JxxzzPjJ4BQg8LqAAAq66++modPnxYTZo0MY6fOHHCeNbCT91VV10lSfr1r39tHI+JiamSuUhk44Zc3JGNWbt27dSoUSMNHjzYOL5jx44qu4BKz5iRixm5uGOeZ0bPAKGHBVQAgFX33nuvCgsLXccbN26sRYsWBbCi4DBgwACdOnXKdTwuLk4TJ04MYEXBg2zMyMUd2ZjdeOONOnHihOt43bp1NWjQoMAVFEToGTNyMSMXd8zzzOgZIPRwD1QAAAAAAAAAcOG1XQAAAAAAAAAABCsu4QcAWLdr1y7Nnj1bGzduVHZ2tqRvL13q3Lmz7r//fiUmJlqu0I6jR49q4cKFlXLp0qWLhgwZovr161uu0B6yMSMXd2Rjdvr0aa1cudKYS9++fRUREWG5QnvoGTNyMSMXd8zzzOgZILRwCT8AwKrVq1frpptu0lVXXaWUlBQ1aNBAkpSTk6OPPvpIW7du1bvvvquUlBTLlQbW5s2blZKSoujoaPXo0cMvl7Vr16qoqEhpaWnq0KGD5UoDj2zMyMUd2Zjt27dPKSkpOnz4sJKTk/1y2bRpky677DKtXr1aLVq0sFxp4NEzZuRiRi7umOeZ0TNA6GEBFQBg1ZVXXqm+ffvqiSeeMI5PmjRJ77zzjjIzMwNcmV2/+MUvdOWVV2ru3LnyeDx+Y47j6N5771VmZqY2btxoqUJ7yMaMXNyRjdl1112nGjVqaOnSpapVq5bfWF5engYNGqRTp04pLS3NUoX20DNm5GJGLu6Y55nRM0DoYQEVAGBV9erVtX37drVu3do4vnfvXrVr1+6MTyr9Kapevbq2bdumhIQE4/iePXvUvn37KpeLRDZuyMUd2ZhFR0crIyNDbdu2NY7v3LlTycnJKioqCnBl9tEzZuRiRi7umOeZ0TNA6OEhUgAAq5o2bapVq1a5jq9atUpNmjQJYEXBIS4uThkZGa7jGRkZvsu9qhqyMSMXd2RjFhMTo6ysLNfxrKwsxcTEBKyeYELPmJGLGbm4Y55nRs8AoYeHSAEArHriiSc0YMAArV+/3ngPqDVr1uj111+3XGXgjR07VsOHD9fWrVt17bXXVspl3rx5evbZZy1XaQfZmJGLO7IxGzZsmAYNGqQJEyYYc3nqqaf0wAMPWK7SDnrGjFzMyMUd8zwzegYIQQ4AAJalp6c7/fr1cxo3buxEREQ4ERERTuPGjZ1+/fo5n/1/7d17cNTV3cfxzy4LpEoAQUI21FwEgUSoDdcGkNAWibREg7Fi7ECkia2UThEnQZ2KLTKjYagdEMYbVJACSkdkRmhpnAJeCBAgiAKhCVBioJDQgHKTW5Lf84fjPk/wHJ0+U/ds3PdrJjPs/mL45j3LZj05v99u2eJ6PGdee+01b+jQoV4gEPB8Pp/n8/m8QCDgDR061Fu1apXr8ZyijRld7GhjVlJS4gWDQc/n83l+v9/z+/2ez+fzgsGgN2fOHNfjOcVjxowuZnSx43WeGY8ZoHXhGqgAAES4K1euqKGhQZJ0/fXXq23bto4nihy0MaOLHW3MDh8+rLq6OkmfnVqakpLieKLIwWPGjC5mdMF/iscM0DpwDVQAQMQpKSnRJ5984nqMiNG2bVsFg0G9/fbbunz5sutxIgptzOhiRxuzlJQUZWRkqLm5WQkJCa7HiSg8ZszoYkaXr8brvJZ4zACtAztQAQARp2PHjtq9e7duvPFG16NEFLrY0caMLna0MaOLHW3M6GJGFzvamNEFiGzsQAUARBx+t2dGFzvamNHFjjZmdLGjjRldzOhiRxszugCRjQVUAAAAAAAAALAIuB4AAICrVVZWqkePHq7HiDjr16+ni8X69eu5bqMBXez492T24osvqnv37q7HiEg8Zsx4njHj8WJXWVnJY8aAxwwQ2bgGKgAg4hw4cEC1tbVKSkpSr169XI8DtGqe56m5uVlt2rRxPUrEWbp0qcaPH69OnTq5HgWtRH19vTzPU3x8vOtRnGtqalJDQ4P8fr+6devmepyIcfr0adXV1UmS4uPjeX4BgG8ITuEHADj19NNPa8OGDZKkjz/+WKNHj1afPn102223qU+fPho7dmxUvlNrbGysCgoKtGXLFtejRJzt27erqakpdHvdunXKzMxUjx49NGjQIC1btszhdO40Njbq8ccfV2Zmpn77299KkubOnasOHTrommuuUX5+Pu/ue5Wf//znOnbsmOsxnOnfv79mz56tI0eOuB4l4pw6dUp33323EhMTNWXKFDU1NamwsFDBYFA9evTQsGHDdPz4cddjOvGXv/xFI0eO1LXXXquEhATFx8erc+fOmjhxompra12P58zixYuVlpamLl26KC0trcWf//jHP7oeL2J98MEHUfsLvr/+9a8qLCzUjBkz9I9//KPFsY8//lg/+MEPHE0GwIQFVACAU88995y6dOkiSZoxY4ZOnTqliooKffrpp9q1a5c++eQTFRUVOZ4y/M6fP6/y8nKNGDFCqampeuaZZ/Tvf//b9VgRISMjQydPnpQkrV27VnfeeaeSk5P1m9/8Runp6SooKNCaNWscTxl+s2bN0uLFizVo0CC9/vrrmjJlip599lm99NJLWrRokTZs2KB58+a5HtOJLl26GD8aGxuVkZERuh1t9u3bp/nz5yslJUW33367Vq9ercbGRtdjRYTi4mJVVVVpxowZ2r9/v3Jzc7Vjxw6999572rx5sxobG/Xoo4+6HjPs/vSnPykvL09DhgxRUVGR4uLiNGPGDJWUlOjIkSMaOHCgDhw44HrMsJs7d66mTZumO++8Uxs2bNDevXu1d+9ebdiwQTk5OZo2bZp+//vfux4zYkXjSbErV67UHXfcobq6Om3dulXp6elasWJF6Pjly5f1zjvvOJwQwNU4hR8A4FRMTIyqqqqUlJSklJQUvfLKKxo5cmToeEVFhbKzs6Nul5jf71ddXZ2OHz+uxYsXa+XKlTp37pzGjRunwsJC3X777fL5fK7HdOLzNnFxcbr11ls1YsQIPf3006HjTz31lNauXautW7c6nDL8evbsqfnz52vcuHE6ePCg+vTpo5UrV2rChAmSpD//+c+aPXu29uzZ43jS8IuNjVVmZqZ+8pOfhO7zPE+FhYV68sknQ9ecy8/PdzWiE36/X0ePHtX27dv18ssva/369bruuus0adIkFRQUKDU11fWIziQkJOj111/XsGHDVF9fr2AwqNLSUt12222SpLKyMk2YMEFHjx51PGl4paam6ne/+13oeWXnzp0aP368amtr5fP5dO+99+ry5ct64403HE8aXklJSZo7d67uuece4/FVq1apuLg4Knfo3nXXXV96/PTp03r77bdbnFkSDdLT0zV58mT9+te/lvTZz+if/exnmj9/vgoKClRfX6+EhISo6wJEMnagAgCcSkpK0t69eyVJPp9PgUDL9zds06aNzp8/72K0iHDLLbdowYIFOnbsmJYuXarTp09r3LhxSkxM1BNPPOF6POeqq6t19913t7gvNzf3C6fCRYNjx47plltukST16tVL7dq1C92WpMGDB+ujjz5yNZ5T77//vk6cOKGNGzcqNzdX+fn5uv/+++Xz+ZSTk6P8/PyoWzz9XCAQUE5Ojt58803V1tZq+vTpevPNN9WvXz8NGzZML7/8susRnTh9+nRoYb179+4KBAIKBoOh4wkJCVF5eZmPPvpIQ4cODd0eNGhQ6Jd9kvTwww9r06ZNrsZz5sSJE+rfv7/1eP/+/dXQ0BDGiSLH2rVrdfHiRXXq1Mn40aFDB9cjOnHgwAFlZ2eHbt9zzz1au3atHnroIb3wwgsOJwNgwwIqAMCpBx54QMXFxTp48KB+9atfqaioSIcOHZIkHT58WNOnT9eYMWMcTxl+V+8ubd++vfLy8vT3v/9dhw4d0v3336+lS5e6GS4CVFZW6sMPP9S3vvUtNTc3f+F4NJ6G3KlTpxYLOgMGDFBsbGzo9qVLl6J213KvXr20ZcsWxcfH67vf/a7KyspcjxQRrn48BINBPfbYY6qurtaGDRvUs2fP0O6oaHPTTTdp3bp1kj57Z+yYmBi99dZboeOlpaVKSUlxNZ4zycnJ2rlzZ+j2rl275Pf71b17d0mfXS7jypUrrsZzZvDgwSopKTH+7GlqatKcOXM0ePBgB5O5l5qaqtzcXC1ZssT4MWvWLNcjOtGxY0fV19e3uO/73/++1q1bp+LiYi1YsMDRZABsAl/9KQAAfH2KiopUW1urtLQ09ezZUzU1Nerdu7cCgYAaGxs1YMAAvfrqq67HDLsvu8JOcnKyZs+erSeffDKME0WWH/7wh6FGZWVlLf7H9P3331diYqKr0ZxJS0vTrl27Qrugrl4k3LNnj2666SYXo0WEQCCgOXPmKCsrS/fdd59++tOfRu2C8ue+7Hlm1KhRGjVqlM6cORPGiSJHcXGx8vPzNW/ePB05ckTLly/XtGnTVF5eLr/frzfeeEN/+MMfXI8ZdlOnTlVhYaF27NihmJgYLV68WBMnTgy9CVB5ebl69+7teMrwW7hwobKyshQfH6+RI0eGFpTr6+v17rvvql27di0W4KPJwIEDtWvXLhUUFBiPt2/fPip/Zg8ZMkTr16/X9773vRb3Z2Zmau3atRo3bpyjyQDYcA1UAEBE2L9/v9atW6d//vOfam5uVjAY1PDhwzV69OioXOSYNWuWiouLdc0117geJeJcfRp6hw4d1LVr19DtZcuWSZImTZoU1rlcq66uVtu2ba274lauXKlAIGC9Rl80OXnypB544AFt2rRJ27ZtU58+fVyP5MTkyZP17LPPttipjP9VVlambdu2KSMjQ8OGDVNlZaVKSkr06aefKjs7O2ov+/D8889r+fLlunTpkrKysjRz5kzFxMRI+uy05KamJvXt29fxlOF39uxZLV++XNu2bVNdXZ0kKT4+XhkZGbrvvvvUsWNHxxO6cenSJTU1NfF65irvvPOOtmzZoscee8x4fNOmTVq2bJmWLFkS5skA2LCACgAAAAAAAAAWnMIPAIhoV65c0fHjx6Py9K4v09jYqGPHjtHFgDZmdLGL9jaNjY3at29fi11zaWlpatu2rePJ3KONGV3+M7yWsYv2518bugCRhzeRAgBEtMrKyqh8o46vsm/fPrpY0MaMLnbR2qa5uVmPP/64unXrpvT0dI0dO1Zjx45Venq64uLiNHPmTOObtEUD2pjR5f+H1zJ20fr8+1XoAkQedqACAAAAUejRRx/V0qVLVVJSoqysrBZvfPPWW29p5syZunz5subMmeN40vCjjRldAADRimugAgCcGjBgwJcev3Dhgqqrq9XU1BSmiSIDXexoY0YXO9qYxcfH65VXXlFWVpbxeGlpqSZNmqT6+vowT+YebczoYsZzjB1tzOgCtD7sQAUAOFVZWal7773XeprS8ePHVV1dHeap3KOLHW3M6GJHG7OzZ88qISHBejwYDOr8+fNhnChy0MaMLmY8x9jRxowuQOvDDlQAgFODBg1SQUGBpkyZYjy+e/duDRw4MOp+A08XO9qY0cWONmY//vGP1djYqBUrVuj6669vcayhoUETJ05UmzZttG7dOkcTukMbM7qY8RxjRxszugCtDztQAQBODR8+XFVVVdbjsbGxGjlyZBgnigx0saONGV3saGP2wgsv6Ec/+pGCwaD69+/f4nqWe/bsUVpaWtQthH2ONmZ0MeM5xo42ZnQBWh92oAIAAABRqrm5WaWlpdq2bZvq6uokfXady4yMDI0ZM0Z+v9/xhO7QxowuAIBoxAIqAAAAAAAAAFhwCj8AICJs375dW7du/cJuliFDhjiezC262NHGjC52tDEzdRk2bJgGDx7seDL3aGNGFzOeY+xoY0YXoPVgByoAwKkTJ04oNzdXZWVlSkxMbHE9tdraWg0fPlyrV69WXFyc40nDiy52tDGjix1tzOhiRxszupjRxY42ZnQBWh8uUAMAcOqXv/ylmpqatH//ftXU1Ki8vFzl5eWqqanR/v371dzcrKlTp7oeM+zoYkcbM7rY0caMLna0MaOLGV3saGNGF6D1YQcqAMCp2NhYvfvuu0pPTzcer6io0KhRo3T27NkwT+YWXexoY0YXO9qY0cWONmZ0MaOLHW3M6AK0PuxABQA41b59e505c8Z6/OzZs2rfvn0YJ4oMdLGjjRld7GhjRhc72pjRxYwudrQxowvQ+rCACgBwasKECcrPz9eaNWtavJA8c+aM1qxZo8mTJysvL8/hhG7QxY42ZnSxo40ZXexoY0YXM7rY0caMLkAr5AEA4NDFixe9Bx980GvXrp3n9/u9mJgYLyYmxvP7/V67du28KVOmeBcvXnQ9ZtjRxY42ZnSxo40ZXexoY0YXM7rY0caMLkDrwzVQAQAR4cyZM6qoqFBdXZ0kKT4+XgMHDlTHjh0dT+YWXexoY0YXO9qY0cWONmZ0MaOLHW3M6AK0HiygAgAAAAAAAIAF10AFADh34cIFbd68WZWVlV84dvHiRS1btszBVO7RxY42ZnSxo40ZXexoY0YXM7rY0caMLkAr4/YKAgCAaFdVVeUlJSV5Pp/P8/v93siRI71//etfoeN1dXWe3+93OKEbdLGjjRld7GhjRhc72pjRxYwudrQxowvQ+rADFQDg1COPPKJ+/frpxIkTqqqqUmxsrEaMGKHa2lrXozlFFzvamNHFjjZmdLGjjRldzOhiRxszugCtkOsVXABAdIuLi/M+/PDD0O3m5mbvwQcf9BITE71Dhw5F7W/g6WJHGzO62NHGjC52tDGjixld7GhjRheg9WEHKgDAqQsXLigQCIRu+3w+Pf/888rOzlZmZqaqq6sdTucOXexoY0YXO9qY0cWONmZ0MaOLHW3M6AK0PoGv/hQAAL4+ffv21c6dO5Wamtri/oULF0qS7rjjDhdjOUcXO9qY0cWONmZ0saONGV3M6GJHGzO6AK0PO1ABAE6NHz9er776qvHYwoULlZeXJ8/zwjyVe3Sxo40ZXexoY0YXO9qY0cWMLna0MaML0Pr4PP5VAgAAAAAAAIARO1ABAAAAAAAAwIIFVAAAAAAAAACwYAEVAAAAAAAAACxYQAUAAAAAAAAACxZQAQAAAAAAAMCCBVQAAADgG8bzPI0ePVpZWVlfOPbcc8+pc+fOOnr0qIPJAAAAWh8WUAEAAIBvGJ/PpyVLlqi8vFwvvvhi6P7Dhw9rxowZWrBggb797W//V//OK1eu/Fe/HgAAQKRgARUAAAD4Brrhhhs0f/58FRUV6fDhw/I8TwUFBRozZozS09M1dux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          },
          "metadata": {}
        }
      ],
      "source": [
        "#Clustermap representation for better insights\n",
        "# Convert 'Year' column to datetime format\n",
        "sorted_merged_gdf['Year'] = pd.to_datetime(sorted_merged_gdf['Year'])\n",
        "\n",
        "# Pivot the data for clustermap\n",
        "clustermap_data = sorted_merged_gdf.pivot(index='Country Name_right', columns='Year', values='Incidence of malaria (per 1,000 population at risk)')\n",
        "\n",
        "# Create a clustermap\n",
        "plt.figure(figsize=(15, 8))\n",
        "sns.clustermap(clustermap_data, cmap='YlOrRd', cbar_kws={'label': 'Incidence Rate'}, figsize=(12, 8))\n",
        "plt.title('Clustered Incidence Rates of Malaria Across Countries and Years')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Country')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5Aburb7E6x-S"
      },
      "source": [
        "This clustermap gives better insight into countries that are high risk and share similar malaria incidence rates. These countries include Benin, Burkina Faso, Nigeria, Mozambique, Niger, Liberia, and Central African Republic"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lOLnkxWQWdQx"
      },
      "source": [
        "# Reconfirmation of high risk zones, medium risk zones and  low risk zones using classification approach"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uTiAzyjPOvbt",
        "outputId": "7a77d8d8-e9cc-4bc4-cce1-5701e556a2fd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Year: 2007-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Cameroon', 'Central African Republic', 'Equatorial Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Chad', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Liberia', 'Rwanda', 'Senegal', 'Seychelles', 'Sierra Leone', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Madagascar', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'South Africa']\n",
            "--------------------\n",
            "Year: 2008-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Liberia', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Seychelles', 'Somalia', 'South Sudan', 'Togo', 'Tunisia', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Madagascar', 'Morocco', 'Namibia', 'South Africa', 'Sudan']\n",
            "--------------------\n",
            "Year: 2009-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Madagascar', 'Rwanda', 'Senegal', 'Seychelles', 'Somalia', 'South Sudan', 'Togo', 'Tunisia', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'South Africa', 'Sudan']\n",
            "--------------------\n",
            "Year: 2010-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Ghana', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Liberia', 'Madagascar', 'Rwanda', 'Senegal', 'Seychelles', 'South Sudan', 'Sudan', 'Togo', 'Tunisia', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'Somalia', 'South Africa']\n",
            "--------------------\n",
            "Year: 2011-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Ghana', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Liberia', 'Madagascar', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Seychelles', 'South Sudan', 'Togo', 'Tunisia', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Somalia', 'South Africa', 'Sudan']\n",
            "--------------------\n",
            "Year: 2012-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Equatorial Guinea', 'Ghana', 'Guinea', 'Mozambique', 'Niger', 'Sierra Leone']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Gabon', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Liberia', 'Madagascar', 'Nigeria', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Seychelles', 'South Sudan', 'Togo', 'Tunisia', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Somalia', 'South Africa', 'Sudan']\n",
            "--------------------\n",
            "Year: 2013-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Equatorial Guinea', 'Guinea', 'Mozambique', 'Niger', 'Sierra Leone', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Liberia', 'Madagascar', 'Nigeria', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Seychelles', 'South Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Somalia', 'South Africa', 'Sudan']\n",
            "--------------------\n",
            "Year: 2014-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Equatorial Guinea', 'Guinea', 'Mozambique', 'Niger', 'Sierra Leone', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Liberia', 'Madagascar', 'Nigeria', 'Rwanda', 'Senegal', 'Seychelles', 'South Sudan', 'Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'Somalia', 'South Africa']\n",
            "--------------------\n",
            "Year: 2015-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Sierra Leone', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Madagascar', 'Nigeria', 'Rwanda', 'Senegal', 'Seychelles', 'Somalia', 'South Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'South Africa', 'Sudan']\n",
            "--------------------\n",
            "Year: 2016-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Rwanda', 'Sierra Leone']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Madagascar', 'Nigeria', 'Senegal', 'Seychelles', 'South Sudan', 'Sudan', 'Togo', 'Tunisia', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'Somalia', 'South Africa']\n",
            "--------------------\n",
            "Year: 2017-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Rwanda', 'Sierra Leone', 'Uganda']\n",
            "Medium Incidence Countries: ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Madagascar', 'Namibia', 'Nigeria', 'Senegal', 'Seychelles', 'South Sudan', 'Sudan', 'Togo', 'Tunisia', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Somalia', 'South Africa']\n",
            "--------------------\n",
            "Common High Incidence Countries: {'Niger', 'Mozambique', 'Central African Republic', 'Burkina Faso', 'Benin'}\n",
            "Common Medium Incidence Countries: {'Zimbabwe', 'Guinea-Bissau', 'Angola', 'Seychelles', 'Zambia', 'Lesotho', 'Senegal', 'Kenya', 'Gabon', 'Chad', 'South Sudan', 'Burundi'}\n",
            "Common Low Incidence Countries: {'Botswana', 'Djibouti', 'Eswatini', 'South Africa', 'Morocco', 'Libya', 'Algeria'}\n"
          ]
        }
      ],
      "source": [
        "# Classifying common countries in all years into classification groups based on the incidence rate\n",
        "classifications = {}\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values = sorted_merged_gdf[sorted_merged_gdf['Year'] == year]['Incidence of malaria (per 1,000 population at risk)'].quantile(percentiles)\n",
        "\n",
        "    year_classifications = {}\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        # Classify countries based on percentiles\n",
        "        if row['Incidence of malaria (per 1,000 population at risk)'] < percentiles_values.iloc[0]:\n",
        "            category = 'Low'\n",
        "        elif row['Incidence of malaria (per 1,000 population at risk)'] > percentiles_values.iloc[1]:\n",
        "            category = 'High'\n",
        "        else:\n",
        "            category = 'Medium'\n",
        "\n",
        "        year_classifications[row['Country Name_right']] = category\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications[year_str] = year_classifications\n",
        "\n",
        "# Create dictionaries to store countries in different categories across years\n",
        "high_countries = {}\n",
        "medium_countries = {}\n",
        "low_countries = {}\n",
        "\n",
        "for year, year_classifications in classifications.items():\n",
        "    high_countries[year] = [country for country, category in year_classifications.items() if category == 'High']\n",
        "    medium_countries[year] = [country for country, category in year_classifications.items() if category == 'Medium']\n",
        "    low_countries[year] = [country for country, category in year_classifications.items() if category == 'Low']\n",
        "\n",
        "# Print the sorted countries for each category and year\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    print(f\"Year: {year}\")\n",
        "    print(\"High Incidence Countries:\", high_countries[str(year)])\n",
        "    print(\"Medium Incidence Countries:\", medium_countries[str(year)])\n",
        "    print(\"Low Incidence Countries:\", low_countries[str(year)])\n",
        "    print(\"-\" * 20)\n",
        "# Create sets to store countries in different categories across years\n",
        "high_countries_set = set()\n",
        "medium_countries_set = set()\n",
        "low_countries_set = set()\n",
        "\n",
        "for year, year_classifications in classifications.items():\n",
        "    high_countries_set.update(high_countries[year])\n",
        "    medium_countries_set.update(medium_countries[year])\n",
        "    low_countries_set.update(low_countries[year])\n",
        "\n",
        "# Find the common countries in each subgroup\n",
        "common_high_countries = high_countries_set.intersection(*high_countries.values())\n",
        "common_medium_countries = medium_countries_set.intersection(*medium_countries.values())\n",
        "common_low_countries = low_countries_set.intersection(*low_countries.values())\n",
        "\n",
        "# Print the common countries in each subgroup\n",
        "print(\"Common High Incidence Countries:\", common_high_countries)\n",
        "print(\"Common Medium Incidence Countries:\", common_medium_countries)\n",
        "print(\"Common Low Incidence Countries:\", common_low_countries)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 753
        },
        "id": "hslxeQs-YKhI",
        "outputId": "73b15bb8-cb7f-4b49-f9b1-0e59191ac52e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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LLTN16tQ8+OCDSZIWLVpk2LBhueuuu+ruz3H77bdn/vz59aLMSy+9lGeeeabuF8yLv770pS8lSb37YyRZ5i8g77777vTr1y+tW7dOly5d0rVr1/zsZz/LjBkz6o557bXX0qxZsyXWWHfddet9/84772T69Om56qqrlphr8S9M/3Ouj7PPPvvk2Wefzd///vfccMMN2XvvvZcZFaZNm5ajjz463bt3T5s2bdK1a9e6ef/9tSzNM888k9122y2dOnVKx44d07Vr17pfEv/nY1dfffVlXv7rP1177bXZZJNN0rp166y88srp2rVr7rnnnk+c5+OsueaaS2xbaaWV8v777yf517/BzJkz613Kanm89tprSZL11luv3vaWLVtm7bXXrretoZ+9Ss380ksv5Xe/+90Szzto0KClPu/S9OrVK2PGjMn999+fK664IquvvnreeeedtG7dut5xn+XztHjWoiiy3nrrLTHvc889t9w/B//577HOOuukWbNm9e7XcsABB2Ty5Ml19//5/e9/n6lTp2b//ff/2LU7duyYJPWCxcd57bXXlnoflg022KBu/6exxhprLPFz/e+fj+WxrJ/LAw44IB9++GHuuOOOJMkLL7yQ8ePHf+J7AwBA43FPGQAAKuKhhx7KW2+9lZtuuik33XTTEvtHjx6dHXbYIUmy995758orr8x9992XoUOH5uabb07v3r3r3dB70aJF2XjjjXPhhRcu9fn+/R4gSf2//F/sj3/8Y4YMGZIBAwbkiiuuyKqrrpqWLVvmmmuuyQ033NDg17j4Zuv77bdfDjzwwKUes8kmmyz3eltuuWXWWWedHHPMMZk4cWL22WefZR675557Zty4cTnhhBOy6aabpn379lm0aFF23HHHj70J/PTp0zNw4MB07NgxZ555ZtZZZ520bt06Tz31VE488cQlHru093Fprr/++hx00EEZOnRoTjjhhHTr1i3NmzfPeeedl1deeWX53oClWNa9PxafJVGGhn72KjXzokWL8o1vfCM/+MEPlrp/cRT6OO3atauLOEmy1VZbZbPNNssPf/jDXHrppXXbP+3n6d9nraqqyn333bfU19++fftPXGNplhYlBw8enO7du+f666/PgAEDcv3116empqbe61ya3r17J0kmTJiQoUOHfqp5lnfGJHVnA/6nSnw+lvVz2adPn/Tt2zfXX399DjjggFx//fVp1apV9txzz+VeGwCAcokyAABUxOjRo9OtW7dcfvnlS+y7/fbbc8cdd2TkyJFp06ZNBgwYkFVXXTW//vWvs/XWW+ehhx7Kj370o3qPWWeddfL3v/8922+//cfexP7j3HbbbWndunXuv//+VFdX122/5ppr6h3Xs2fPLFq0KBMnTqz3l/svv/xyveO6du2aDh06ZOHChZ/4C+Hl9a1vfStnn312Nthgg2y66aZLPeb999/Pgw8+mDPOOCOnnnpq3faXXnrpE9f/wx/+kPfeey+33357BgwYULd94sSJn2nuW2+9NWuvvXZuv/32ev8+K/rm4l27dk3Hjh3zj3/8o0GP69mzZ5J/vWeLL0OWJPPnz8/EiRPrBcFKfPY+zczrrLNOZs+eXbHPVvKvSLjffvvlyiuvzPHHH58111yzQZ+nZb3+ddZZJ0VRZK211lquWLQsL730Ur0z1F5++eUsWrQovXr1qtvWvHnz7LPPPhk1alR+8pOf5M4778yhhx66zNix2NZbb52VVlopN954Y374wx9+4vE9e/bMCy+8sMT2xZf4W/wZWmmllZL8K3j+u097Jk2y7Pd5eRxwwAE57rjj8tZbb+WGG25IbW1t3YwAAHz+uHwZAACf2Ycffpjbb789u+yyS/bYY48lvo488sjMmjUrv/nNb5L8614Ie+yxR37729/mV7/6VRYsWFDv0mXJv/6S/4033sjPf/7zpT7fBx988IlzNW/ePFVVVfX+gn3SpEm588476x03ePDgJMkVV1xRb/tll122xHrDhg3LbbfdttRfsL/zzjufONN/+t///d+cdtppueCCC5Z5zOJfJv/nX9ZffPHFn7j+0h47b968JV5rQy1t3SeeeCKPPfbYZ1r3kzRr1ixDhw7Nb3/72/zlL39ZYv+yzj7YfPPN07Vr14wcOTLz5s2r2z5q1Kglfrleic/ep5l5zz33zGOPPZb7779/iWOmT5+eBQsWNOh5F/vBD36Q+fPn153505DP0+J7tvzne7T77runefPmOeOMM5ZYpyiKvPfee8s1239G3MU/czvttFO97fvvv3/ef//9HH744Zk9e3a9e7QsS9u2bXPiiSfmueeey4knnrjUz8b111+fP//5z0mSnXfeOX/+85/rfYY/+OCDXHXVVenVq1fdPasW3z/o3+/xs3Dhwlx11VXL85KXalnv8/L41re+laqqqhx99NF59dVXl+u9AQCg8ThTBgCAz2zxjaaHDBmy1P39+vVL165dM3r06Lr4stdee+Wyyy7Laaedlo033rjuvg2L7b///rn55pvzne98J2PHjs1WW22VhQsX5vnnn8/NN9+c+++/f6k3Tf93tbW1ufDCC7Pjjjtmn332ydtvv53LL7886667bp5++um64/r27Zthw4bl4osvznvvvZd+/frl4Ycfzosvvpik/l+xjxgxImPHjs2WW26ZQw89NH369Mm0adPy1FNP5fe//32mTZvWoPeuZ8+eOf300z/2mI4dO2bAgAE5//zzM3/+/Ky++up54IEHlutsl6997WtZaaWVcuCBB+Z73/teqqqq8qtf/eozXw5sl112ye23357ddtsttbW1mThxYkaOHJk+ffpk9uzZn2ntT3LuuefmgQceyMCBA3PYYYdlgw02yFtvvZVbbrkljz76aDp37rzEY1q2bJmzzz47hx9+eLbbbrvstddemThxYq655pol7ilTic/ep5n5hBNOyG9+85vssssuOeigg9K3b9988MEHmTBhQm699dZMmjQpq6yySoPfrz59+mTnnXfOL37xi/z4xz/OyiuvvNyfp759+yZJfvSjH2XvvfdOy5Yts+uuu2adddbJ2WefnZNPPjmTJk3K0KFD06FDh0ycODF33HFHDjvssBx//PGfONvEiRMzZMiQ7Ljjjnnsscdy/fXXZ5999ql35lKSfOUrX8lGG22UW265JRtssEE222yz5XrtJ5xwQp555plccMEFGTt2bPbYY4/U1NRkypQpufPOO/PnP/8548aNS5KcdNJJufHGG7PTTjvle9/7Xrp06ZJrr702EydOzG233ZZmzf71N40bbrhh+vXrl5NPPjnTpk1Lly5dctNNN33qaJb8K/R07tw5I0eOTIcOHdKuXbtsueWWy7xX1r/r2rVrdtxxx9xyyy3p3LlzamtrP/UcAACUoAAAgM9o1113LVq3bl188MEHyzzmoIMOKlq2bFm8++67RVEUxaJFi4oePXoUSYqzzz57qY+ZN29e8ZOf/KTYcMMNi+rq6mKllVYq+vbtW5xxxhnFjBkz6o5LUgwfPnypa1x99dXFeuutV1RXVxe9e/currnmmuK0004r/vP/Ff7ggw+K4cOHF126dCnat29fDB06tHjhhReKJMWIESPqHTt16tRi+PDhRY8ePYqWLVsWNTU1xfbbb19cddVVn/he9ezZs6itrf3YY6655poiSfHkk0/WbfvnP/9Z7LbbbkXnzp2LTp06Fd/85jeLN998s0hSnHbaaUs8duLEiXXb/vSnPxX9+vUr2rRpU6y22mrFD37wg+L+++8vkhRjx46tO27gwIHFhhtuuNSZBg4cWAwcOLDu+0WLFhXnnntu0bNnz6K6urr4yle+Utx9993FgQceWPTs2fMT34elPdey/h179uxZHHjggfW2vfbaa8UBBxxQdO3ataiuri7WXnvtYvjw4cXcuXOLoiiKsWPHLvH6iqIorrjiimKttdYqqquri80337x45JFHlnhtRfHZP3ufZuaiKIpZs2YVJ598crHuuusWrVq1KlZZZZXia1/7WvHTn/60mDdv3rLezqIoPv7f7w9/+EO9z8ryfp6KoijOOuusYvXVVy+aNWu2xGfrtttuK7beeuuiXbt2Rbt27YrevXsXw4cPL1544YWPnXXxz+Czzz5b7LHHHkWHDh2KlVZaqTjyyCOLDz/8cKmPOf/884skxbnnnvuxay/NrbfeWuywww5Fly5dihYtWhSrrrpqsddeexV/+MMf6h33yiuvFHvssUfRuXPnonXr1sUWW2xR3H333Uus98orrxSDBg0qqquri+7duxc//OEPizFjxiz3z9TSfk7uuuuuok+fPkWLFi2KJMU111zzsWv8u5tvvrlIUhx22GHL94YAANBoqoqixDtmAgDAF8jf/va3fOUrX8n111+ffffdt7HHgf9ql1xySY499thMmjQpa665ZmOP87ly1113ZejQoXnkkUeyzTbbNPY4AAB8DFEGAADyr3uFtGnTpt62gw46KL/61a8yadKk9OjRo5EmA4qiyJe//OWsvPLKGTt2bGOP87mzyy675LnnnsvLL79c73KLAAB8/rinDAAAJDn//PMzfvz4bLvttmnRokXuu+++3HfffTnssMMEGWgkH3zwQX7zm99k7NixmTBhQu66667GHulz5aabbsrTTz+de+65J5dccokgAwDwBeBMGQAASDJmzJicccYZefbZZzN79uysueaa2X///fOjH/0oLVr4WyZoDJMmTcpaa62Vzp0757vf/W7OOeecxh7pc6Wqqirt27fPXnvtlZEjR/q/VQAAXwCiDAAAAAAAQAmaNfYAAAAAAAAA/w2c25xk0aJFefPNN9OhQwfX4AUAAAAAgP9yRVFk1qxZWW211dKsWeXObxFlkrz55ptu3goAAAAAANTz+uuvZ4011qjYeqJMkg4dOiT515vbsWPHRp4GAAAAAABoTDNnzkyPHj3q+kGliDJJ3SXLOnbsKMoAAAAAAABJUvFbnlTuQmgAAAAAAAAskygDAAA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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Let us have a regional comparison based on the average malaria incidence rate by country\n",
        "region_mortality = sorted_merged_gdf.groupby('Country Name_right')['Incidence of malaria (per 1,000 population at risk)'].mean()\n",
        "region_mortality.plot(kind='bar', figsize=(20, 10))\n",
        "plt.title('Average Malaria Incidence Rate by Country')\n",
        "plt.xlabel('Countries')\n",
        "plt.ylabel('Average Incidence Rate')\n",
        "plt.xticks(rotation=45)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0YkkU-gCePJP",
        "outputId": "53b2c6ea-7623-4dc0-a2aa-620007c68680"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name_left', 'geometry', 'index_right', 'Country Name_right',\n",
              "       'Year', 'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'Total Malaria Cases', 'Mortality Rate',\n",
              "       'Prevalence Rate'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ],
      "source": [
        "sorted_merged_gdf.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tIWTyXtOPzgb"
      },
      "source": [
        "Let us consider the effect of subpopulations (rural and urban population) on the Incidence rates"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "kjv8vb8zYf77",
        "outputId": "2bd5c9a3-d221-4710-e1f5-e663ef54606d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Calculate incidence rates for rural and urban populations\n",
        "sorted_merged_gdf['Incidence Rate Urban'] = sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)'] / sorted_merged_gdf['Urban population (% of total population)']\n",
        "sorted_merged_gdf['Incidence Rate Rural'] = sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)'] / sorted_merged_gdf['Rural population (% of total population)']\n",
        "\n",
        "# Create a box plot to compare incidence rates\n",
        "plt.figure(figsize=(10, 6))\n",
        "box_plot = plt.boxplot([sorted_merged_gdf['Incidence Rate Urban'], sorted_merged_gdf['Incidence Rate Rural']],\n",
        "                       vert=False, labels=['Urban', 'Rural'], patch_artist=True)\n",
        "\n",
        "# Add a title and axis labels\n",
        "plt.title('Comparison of Incidence Rates in Urban and Rural Areas')\n",
        "plt.xlabel('Subpopulation')\n",
        "plt.ylabel('Incidence Rate (per 1000)')\n",
        "\n",
        "# Show the plot\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eneT_lWqP_xX"
      },
      "source": [
        "It is observed that there are more malaria incidence in the urban area than in rural areas"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6CcFd5YDqfWe"
      },
      "source": [
        "# Now that we have a base idea of the effect of malaria incidence rate. Let us consider the effect of population and subpopulations on factors influencing malaria incidence rate such as mortality rate, case fatality, prevalence rates...\n",
        "\n",
        "In this session we will be engineering new features to help in giving us a better understanding of countries that are high risk, low / medium\n",
        "\n",
        "#Engineering new feature - Standardized Incidence Rate to accommodate for the new population dataset.\n",
        "\n",
        "\n",
        "Standardized incidence rate is given by = number of new cases / Total Population at risk * 1000"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "ZvRxjMBskLHb"
      },
      "outputs": [],
      "source": [
        "#Let us standardized our incidence rate based on the new population datasets we added\n",
        "incidence_rate = sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)']\n",
        "total_population = sorted_merged_gdf['Total Population']\n",
        "no_of_cases = sorted_merged_gdf['Malaria cases reported']\n",
        "expected_cases = sorted_merged_gdf['Total Malaria Cases']\n",
        "sorted_merged_gdf['Standardized Incidence Rate'] = no_of_cases / total_population * 1000"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 742
        },
        "id": "qbAhhcE-qpOl",
        "outputId": "15ec5a9e-c112-4b1c-a4d1-30a23d6b2701"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Country Name_left                                           geometry  \\\n",
              "0           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "1            ANGOLA  POLYGON ((11.75945 -17.25426, 11.75837 -17.254...   \n",
              "2             BENIN  POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...   \n",
              "3          BOTSWANA  POLYGON ((25.16312 -17.77816, 25.16383 -17.778...   \n",
              "4      BURKINA FASO  POLYGON ((-0.39571 15.01753, -0.38517 15.00288...   \n",
              "\n",
              "   index_right Country Name_right       Year  \\\n",
              "0            0            Algeria 2007-01-01   \n",
              "1            1             Angola 2007-01-01   \n",
              "2            2              Benin 2007-01-01   \n",
              "3            3           Botswana 2007-01-01   \n",
              "4            4       Burkina Faso 2007-01-01   \n",
              "\n",
              "   Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                               0.01     \n",
              "1                                             286.72     \n",
              "2                                             480.24     \n",
              "3                                               1.03     \n",
              "4                                             503.80     \n",
              "\n",
              "   Malaria cases reported  Malaria death  \\\n",
              "0                    26.0              0   \n",
              "1               1533485.0          18237   \n",
              "2                     0.0          12034   \n",
              "3                   390.0              3   \n",
              "4                 44246.0          31272   \n",
              "\n",
              "   Use of insecticide-treated bed net in total population  \\\n",
              "0                                             4.7625        \n",
              "1                                            18.0000        \n",
              "2                                             2.8125        \n",
              "3                                            21.6500        \n",
              "4                                            24.9200        \n",
              "\n",
              "   Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                             4.9125                                         \n",
              "1                                            29.8000                                         \n",
              "2                                            18.6750                                         \n",
              "3                                            73.8625                                         \n",
              "4                                            67.0625                                         \n",
              "\n",
              "   ...  \\\n",
              "0  ...   \n",
              "1  ...   \n",
              "2  ...   \n",
              "3  ...   \n",
              "4  ...   \n",
              "\n",
              "   People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                              76.94                                \n",
              "1                                              14.00                                \n",
              "2                                               4.29                                \n",
              "3                                              39.99                                \n",
              "4                                               6.38                                \n",
              "\n",
              "   People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                              90.57                                 \n",
              "1                                              54.44                                 \n",
              "2                                              22.36                                 \n",
              "3                                              77.30                                 \n",
              "4                                              46.49                                 \n",
              "\n",
              "    latitude  longitude  Total Malaria Cases  Mortality Rate  Prevalence Rate  \\\n",
              "0  28.033886   1.659626         3.398383e+02        0.000000     7.650698e-07   \n",
              "1 -11.202692  17.873887         5.995225e+06        0.000872     7.333851e-02   \n",
              "2   9.307690   2.315834         4.153001e+06        0.001392     0.000000e+00   \n",
              "3 -22.328474  24.684866         2.025986e+03        0.000002     1.982738e-04   \n",
              "4  12.238333  -1.561593         7.434614e+06        0.002119     2.998291e-03   \n",
              "\n",
              "   Incidence Rate Urban  Incidence Rate Rural  Standardized Incidence Rate  \n",
              "0              0.000153              0.000289                     0.000765  \n",
              "1              4.984701              6.749529                    73.338507  \n",
              "2             11.555342              8.217659                     0.000000  \n",
              "3              0.017780              0.024483                     0.198274  \n",
              "4             21.904348              6.542857                     2.998291  \n",
              "\n",
              "[5 rows x 32 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e5867cdb-acca-463b-99fa-e8dbfca58e20\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Country Name_left</th>\n",
              "      <th>geometry</th>\n",
              "      <th>index_right</th>\n",
              "      <th>Country Name_right</th>\n",
              "      <th>Year</th>\n",
              "      <th>Incidence of malaria (per 1,000 population at risk)</th>\n",
              "      <th>Malaria cases reported</th>\n",
              "      <th>Malaria death</th>\n",
              "      <th>Use of insecticide-treated bed net in total population</th>\n",
              "      <th>Children with fever receiving antimalarial drugs (% of children under age 5 with fever)</th>\n",
              "      <th>...</th>\n",
              "      <th>People using at least basic sanitation services, rural (% of rural population)</th>\n",
              "      <th>People using at least basic sanitation services, urban  (% of urban population)</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>Total Malaria Cases</th>\n",
              "      <th>Mortality Rate</th>\n",
              "      <th>Prevalence Rate</th>\n",
              "      <th>Incidence Rate Urban</th>\n",
              "      <th>Incidence Rate Rural</th>\n",
              "      <th>Standardized Incidence Rate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>POLYGON ((-3.55328 31.06993, -3.55351 31.07054...</td>\n",
              "      <td>0</td>\n",
              "      <td>Algeria</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>4.7625</td>\n",
              "      <td>4.9125</td>\n",
              "      <td>...</td>\n",
              "      <td>76.94</td>\n",
              "      <td>90.57</td>\n",
              "      <td>28.033886</td>\n",
              "      <td>1.659626</td>\n",
              "      <td>3.398383e+02</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>7.650698e-07</td>\n",
              "      <td>0.000153</td>\n",
              "      <td>0.000289</td>\n",
              "      <td>0.000765</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ANGOLA</td>\n",
              "      <td>POLYGON ((11.75945 -17.25426, 11.75837 -17.254...</td>\n",
              "      <td>1</td>\n",
              "      <td>Angola</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>286.72</td>\n",
              "      <td>1533485.0</td>\n",
              "      <td>18237</td>\n",
              "      <td>18.0000</td>\n",
              "      <td>29.8000</td>\n",
              "      <td>...</td>\n",
              "      <td>14.00</td>\n",
              "      <td>54.44</td>\n",
              "      <td>-11.202692</td>\n",
              "      <td>17.873887</td>\n",
              "      <td>5.995225e+06</td>\n",
              "      <td>0.000872</td>\n",
              "      <td>7.333851e-02</td>\n",
              "      <td>4.984701</td>\n",
              "      <td>6.749529</td>\n",
              "      <td>73.338507</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>BENIN</td>\n",
              "      <td>POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...</td>\n",
              "      <td>2</td>\n",
              "      <td>Benin</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>480.24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12034</td>\n",
              "      <td>2.8125</td>\n",
              "      <td>18.6750</td>\n",
              "      <td>...</td>\n",
              "      <td>4.29</td>\n",
              "      <td>22.36</td>\n",
              "      <td>9.307690</td>\n",
              "      <td>2.315834</td>\n",
              "      <td>4.153001e+06</td>\n",
              "      <td>0.001392</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>11.555342</td>\n",
              "      <td>8.217659</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>BOTSWANA</td>\n",
              "      <td>POLYGON ((25.16312 -17.77816, 25.16383 -17.778...</td>\n",
              "      <td>3</td>\n",
              "      <td>Botswana</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>1.03</td>\n",
              "      <td>390.0</td>\n",
              "      <td>3</td>\n",
              "      <td>21.6500</td>\n",
              "      <td>73.8625</td>\n",
              "      <td>...</td>\n",
              "      <td>39.99</td>\n",
              "      <td>77.30</td>\n",
              "      <td>-22.328474</td>\n",
              "      <td>24.684866</td>\n",
              "      <td>2.025986e+03</td>\n",
              "      <td>0.000002</td>\n",
              "      <td>1.982738e-04</td>\n",
              "      <td>0.017780</td>\n",
              "      <td>0.024483</td>\n",
              "      <td>0.198274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>BURKINA FASO</td>\n",
              "      <td>POLYGON ((-0.39571 15.01753, -0.38517 15.00288...</td>\n",
              "      <td>4</td>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>503.80</td>\n",
              "      <td>44246.0</td>\n",
              "      <td>31272</td>\n",
              "      <td>24.9200</td>\n",
              "      <td>67.0625</td>\n",
              "      <td>...</td>\n",
              "      <td>6.38</td>\n",
              "      <td>46.49</td>\n",
              "      <td>12.238333</td>\n",
              "      <td>-1.561593</td>\n",
              "      <td>7.434614e+06</td>\n",
              "      <td>0.002119</td>\n",
              "      <td>2.998291e-03</td>\n",
              "      <td>21.904348</td>\n",
              "      <td>6.542857</td>\n",
              "      <td>2.998291</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 32 columns</p>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ],
      "source": [
        "sorted_merged_gdf.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4c4uq2Dtn55m",
        "outputId": "c3a1f721-c857-40e7-d5cf-12a34a83882b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country Name_left                                                                          0\n",
              "geometry                                                                                   0\n",
              "index_right                                                                                0\n",
              "Country Name_right                                                                         0\n",
              "Year                                                                                       0\n",
              "Incidence of malaria (per 1,000 population at risk)                                        0\n",
              "Malaria cases reported                                                                     0\n",
              "Malaria death                                                                              0\n",
              "Use of insecticide-treated bed net in total population                                     0\n",
              "Children with fever receiving antimalarial drugs (% of children under age 5 with fever)    0\n",
              "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)      0\n",
              "Total Population                                                                           0\n",
              "Rural Population                                                                           0\n",
              "Urban Population                                                                           0\n",
              "Rural population (% of total population)                                                   0\n",
              "Rural population growth (annual %)                                                         0\n",
              "Urban population (% of total population)                                                   0\n",
              "Urban population growth (annual %)                                                         0\n",
              "People using at least basic drinking water services (% of population)                      0\n",
              "People using at least basic drinking water services, rural (% of rural population)         0\n",
              "People using at least basic drinking water services, urban (% of urban population)         0\n",
              "People using at least basic sanitation services (% of population)                          0\n",
              "People using at least basic sanitation services, rural (% of rural population)             0\n",
              "People using at least basic sanitation services, urban  (% of urban population)            0\n",
              "latitude                                                                                   0\n",
              "longitude                                                                                  0\n",
              "Total Malaria Cases                                                                        0\n",
              "Mortality Rate                                                                             0\n",
              "Prevalence Rate                                                                            0\n",
              "Incidence Rate Urban                                                                       0\n",
              "Incidence Rate Rural                                                                       0\n",
              "Standardized Incidence Rate                                                                0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ],
      "source": [
        "sorted_merged_gdf.isnull().sum()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YdSm9BL9xP9-",
        "outputId": "ee36ac2e-61ec-4966-f445-b0055ecf594c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name_left', 'geometry', 'index_right', 'Country Name_right',\n",
              "       'Year', 'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'Total Malaria Cases', 'Mortality Rate',\n",
              "       'Prevalence Rate', 'Incidence Rate Urban', 'Incidence Rate Rural',\n",
              "       'Standardized Incidence Rate'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ],
      "source": [
        "sorted_merged_gdf.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3YOlZ7n04HY_"
      },
      "source": [
        "Let us identify countries with high, low and medium incidence rate (standardized incidence rates) across the years"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LbP--9h8--dU",
        "outputId": "aaa4a431-4f66-4cbf-f13c-8a308e8d0b86"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Year: 2007-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Angola', 'Burundi', 'Gabon', 'Liberia', 'Rwanda', 'Seychelles', 'Sudan', 'Togo', 'Tunisia', 'Uganda']\n",
            "Medium Incidence Countries: ['Algeria', 'Benin', 'Botswana', 'Burkina Faso', 'Cameroon', 'Central African Republic', 'Chad', 'Djibouti', 'Equatorial Guinea', 'Eswatini', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Libya', 'Madagascar', 'Morocco', 'Mozambique', 'Namibia', 'Niger', 'Nigeria', 'Sao Tome and Principe', 'Senegal', 'Sierra Leone', 'Somalia', 'South Africa', 'South Sudan', 'Zambia', 'Zimbabwe']\n",
            "Low Incidence Countries: []\n",
            "--------------------\n",
            "Year: 2008-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Angola', 'Burundi', 'Ghana', 'Lesotho', 'Liberia', 'Niger', 'Sao Tome and Principe', 'Seychelles', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Burkina Faso', 'Chad', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Mozambique', 'Namibia', 'Nigeria', 'Rwanda', 'Senegal', 'Sierra Leone', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Benin', 'Botswana', 'Cameroon', 'Central African Republic', 'Eswatini', 'Libya', 'Morocco', 'South Africa', 'Zambia']\n",
            "--------------------\n",
            "Year: 2009-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Angola', 'Benin', 'Burundi', 'Ghana', 'Liberia', 'Rwanda', 'Seychelles', 'Sierra Leone', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Botswana', 'Burkina Faso', 'Djibouti', 'Equatorial Guinea', 'Eswatini', 'Gabon', 'Guinea', 'Guinea-Bissau', 'Madagascar', 'Mozambique', 'Namibia', 'Niger', 'Nigeria', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Africa', 'Sudan', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Cameroon', 'Central African Republic', 'Chad', 'Kenya', 'Lesotho', 'Libya', 'Morocco', 'South Sudan', 'Zambia']\n",
            "--------------------\n",
            "Year: 2010-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Angola', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Seychelles', 'Sierra Leone', 'South Sudan', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Botswana', 'Burkina Faso', 'Chad', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Niger', 'Nigeria', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'Sudan', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Benin', 'Cameroon', 'Central African Republic', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'South Africa', 'Zambia']\n",
            "--------------------\n",
            "Year: 2011-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Angola', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Niger', 'Seychelles', 'Sierra Leone', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Benin', 'Burkina Faso', 'Cameroon', 'Chad', 'Djibouti', 'Equatorial Guinea', 'Eswatini', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'South Sudan', 'Sudan', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Central African Republic', 'Gabon', 'Libya', 'Morocco', 'Nigeria', 'Somalia', 'South Africa', 'Zambia']\n",
            "--------------------\n",
            "Year: 2012-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Burkina Faso', 'Burundi', 'Ghana', 'Lesotho', 'Liberia', 'Niger', 'Seychelles', 'Sierra Leone', 'Togo', 'Tunisia']\n",
            "Medium Incidence Countries: ['Angola', 'Benin', 'Cameroon', 'Central African Republic', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Mozambique', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Chad', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Nigeria', 'South Africa', 'Zambia']\n",
            "--------------------\n",
            "Year: 2013-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Benin', 'Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Niger', 'Seychelles', 'Sierra Leone', 'Togo']\n",
            "Medium Incidence Countries: ['Angola', 'Cameroon', 'Central African Republic', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'South Sudan', 'Sudan', 'Tunisia', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Nigeria', 'Somalia', 'South Africa', 'Zambia']\n",
            "--------------------\n",
            "Year: 2014-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Rwanda', 'Seychelles', 'Sierra Leone', 'Togo', 'Zambia']\n",
            "Medium Incidence Countries: ['Angola', 'Benin', 'Central African Republic', 'Chad', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Niger', 'Nigeria', 'Sao Tome and Principe', 'Senegal', 'Sudan', 'Tunisia', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Cameroon', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Somalia', 'South Africa', 'South Sudan']\n",
            "--------------------\n",
            "Year: 2015-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Rwanda', 'Seychelles', 'Sierra Leone', 'Togo', 'Zambia']\n",
            "Medium Incidence Countries: ['Angola', 'Benin', 'Cameroon', 'Central African Republic', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Niger', 'Nigeria', 'Sao Tome and Principe', 'Senegal', 'Sudan', 'Tunisia', 'Uganda', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Somalia', 'South Africa', 'South Sudan']\n",
            "--------------------\n",
            "Year: 2016-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Rwanda', 'Seychelles', 'Sierra Leone', 'Uganda', 'Zambia']\n",
            "Medium Incidence Countries: ['Angola', 'Benin', 'Cameroon', 'Central African Republic', 'Chad', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Niger', 'Nigeria', 'Senegal', 'Sudan', 'Togo', 'Tunisia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Eswatini', 'Libya', 'Morocco', 'Namibia', 'Sao Tome and Principe', 'Somalia', 'South Africa', 'South Sudan']\n",
            "--------------------\n",
            "Year: 2017-01-01T00:00:00.000000000\n",
            "High Incidence Countries: ['Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Rwanda', 'Seychelles', 'Togo', 'Uganda', 'Zambia']\n",
            "Medium Incidence Countries: ['Angola', 'Benin', 'Cameroon', 'Central African Republic', 'Chad', 'Gabon', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Niger', 'Nigeria', 'Senegal', 'Sierra Leone', 'South Sudan', 'Sudan', 'Tunisia', 'Zimbabwe']\n",
            "Low Incidence Countries: ['Algeria', 'Botswana', 'Djibouti', 'Equatorial Guinea', 'Eswatini', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Somalia', 'South Africa']\n",
            "--------------------\n",
            "Common High Incidence Countries: {'Burundi', 'Liberia', 'Seychelles'}\n",
            "Common Medium Incidence Countries: {'Madagascar', 'Zimbabwe', 'Guinea-Bissau', 'Senegal', 'Guinea'}\n",
            "Common Low Incidence Countries: set()\n"
          ]
        }
      ],
      "source": [
        "# Classifying each countries based on their incidence rates into groups\n",
        "classifications = {}\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values = sorted_merged_gdf[sorted_merged_gdf['Year'] == year]['Standardized Incidence Rate'].quantile(percentiles)\n",
        "\n",
        "    year_classifications = {}\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        # Classify countries based on percentiles\n",
        "        if row['Standardized Incidence Rate'] < percentiles_values.iloc[0]:\n",
        "            category = 'Low'\n",
        "        elif row['Standardized Incidence Rate'] > percentiles_values.iloc[1]:\n",
        "            category = 'High'\n",
        "        else:\n",
        "            category = 'Medium'\n",
        "\n",
        "        year_classifications[row['Country Name_right']] = category\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications[year_str] = year_classifications\n",
        "\n",
        "# Create dictionaries to store countries in different categories across years\n",
        "high_countries = {}\n",
        "medium_countries = {}\n",
        "low_countries = {}\n",
        "\n",
        "for year, year_classifications in classifications.items():\n",
        "    high_countries[year] = [country for country, category in year_classifications.items() if category == 'High']\n",
        "    medium_countries[year] = [country for country, category in year_classifications.items() if category == 'Medium']\n",
        "    low_countries[year] = [country for country, category in year_classifications.items() if category == 'Low']\n",
        "\n",
        "# Print the sorted countries for each category and year\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    print(f\"Year: {year}\")\n",
        "    print(\"High Incidence Countries:\", high_countries[str(year)])\n",
        "    print(\"Medium Incidence Countries:\", medium_countries[str(year)])\n",
        "    print(\"Low Incidence Countries:\", low_countries[str(year)])\n",
        "    print(\"-\" * 20)\n",
        "# Create sets to store countries in different categories across years\n",
        "high_countries_set = set()\n",
        "medium_countries_set = set()\n",
        "low_countries_set = set()\n",
        "\n",
        "for year, year_classifications in classifications.items():\n",
        "    high_countries_set.update(high_countries[year])\n",
        "    medium_countries_set.update(medium_countries[year])\n",
        "    low_countries_set.update(low_countries[year])\n",
        "\n",
        "# Find the common countries in each subgroup\n",
        "common_high_countries = high_countries_set.intersection(*high_countries.values())\n",
        "common_medium_countries = medium_countries_set.intersection(*medium_countries.values())\n",
        "common_low_countries = low_countries_set.intersection(*low_countries.values())\n",
        "\n",
        "# Print the common countries in each subgroup\n",
        "print(\"Common High Incidence Countries:\", common_high_countries)\n",
        "print(\"Common Medium Incidence Countries:\", common_medium_countries)\n",
        "print(\"Common Low Incidence Countries:\", common_low_countries)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Sd11Zpb5Q9of"
      },
      "source": [
        "We can see that from this classification, the result is still consistent with what we have in the previous classification when we havent standardized the incidence rate\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763
        },
        "id": "_kr5N4QAu7F-",
        "outputId": "3c07eddf-6187-46bc-abbe-6e9681b7d995"
      },
      "outputs": [
        {
          "output_type": "execute_result",
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              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
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              "        var popup_c1c4206974dc2f5a719c8acdc0508914 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
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              "                var html_71256a94f4cbd97e7c9ff98aa1b9a6d0 = $(`&lt;div id=&quot;html_71256a94f4cbd97e7c9ff98aa1b9a6d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0007650698080589923&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
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              "            \n",
              "        \n",
              "\n",
              "        circle_marker_166efc03fa9219c7f8e07740f93e500d.bindPopup(popup_49450c5b1e3d1abf95aa3b4672f85051)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1932c592ac12d2c558391bdd9cc1f5a0 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0f8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0f8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_bedde2c8e6925ecac526f4ba436d4881 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e6277ded80201249f1f0d53e19cb24c = $(`&lt;div id=&quot;html_1e6277ded80201249f1f0d53e19cb24c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 2.998290853593334&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bedde2c8e6925ecac526f4ba436d4881.setContent(html_1e6277ded80201249f1f0d53e19cb24c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1932c592ac12d2c558391bdd9cc1f5a0.bindPopup(popup_bedde2c8e6925ecac526f4ba436d4881)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2e2fe31e98458b184285efeda2d7181c = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_a0400810a05ca8e332585e16998c0406 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c9ab890920d868372c9eb536478dc13 = $(`&lt;div id=&quot;html_5c9ab890920d868372c9eb536478dc13&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 138.66560330407702&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a0400810a05ca8e332585e16998c0406.setContent(html_5c9ab890920d868372c9eb536478dc13);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2e2fe31e98458b184285efeda2d7181c.bindPopup(popup_a0400810a05ca8e332585e16998c0406)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_98da9191290097be43343aa0fba524f0 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_b94501691566b1472afbfed2e2eafe9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3345a42892f0f0db2fcddc71c6fa0806 = $(`&lt;div id=&quot;html_3345a42892f0f0db2fcddc71c6fa0806&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b94501691566b1472afbfed2e2eafe9f.setContent(html_3345a42892f0f0db2fcddc71c6fa0806);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_98da9191290097be43343aa0fba524f0.bindPopup(popup_b94501691566b1472afbfed2e2eafe9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_58f4cf6f993931eb24f31a96f5b9d371 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_e2bc1dc98d9ad42138304490fdd36546 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e717c0d58c8aac1e9fc2c2efddf983c = $(`&lt;div id=&quot;html_1e717c0d58c8aac1e9fc2c2efddf983c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e2bc1dc98d9ad42138304490fdd36546.setContent(html_1e717c0d58c8aac1e9fc2c2efddf983c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_58f4cf6f993931eb24f31a96f5b9d371.bindPopup(popup_e2bc1dc98d9ad42138304490fdd36546)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26f12c058eb6c507d19b3fb03fcd08b2 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#178b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#178b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_d4a26c0785b77d2352acd928b28fbb7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9394c9eba09da8ce3cf82b9326f70de7 = $(`&lt;div id=&quot;html_9394c9eba09da8ce3cf82b9326f70de7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 4.503330354925438&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d4a26c0785b77d2352acd928b28fbb7d.setContent(html_9394c9eba09da8ce3cf82b9326f70de7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26f12c058eb6c507d19b3fb03fcd08b2.bindPopup(popup_d4a26c0785b77d2352acd928b28fbb7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b502124cf02e5b2b80cf61e2999a9df3 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0d8700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0d8700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_fe0724050bcb9cee66f2d0c0b2d00da1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc0668c881563e34250b6d008a17276f = $(`&lt;div id=&quot;html_dc0668c881563e34250b6d008a17276f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 2.681473330898432&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fe0724050bcb9cee66f2d0c0b2d00da1.setContent(html_dc0668c881563e34250b6d008a17276f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b502124cf02e5b2b80cf61e2999a9df3.bindPopup(popup_fe0724050bcb9cee66f2d0c0b2d00da1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b650d4b7139269ebf1dd312b94eff265 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#219100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#219100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_a3477e7b0b5d72680adbdad7d4b0f41a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f884a85db86871517ab410e9f787c4ad = $(`&lt;div id=&quot;html_f884a85db86871517ab410e9f787c4ad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 6.626166983202188&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a3477e7b0b5d72680adbdad7d4b0f41a.setContent(html_f884a85db86871517ab410e9f787c4ad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b650d4b7139269ebf1dd312b94eff265.bindPopup(popup_a3477e7b0b5d72680adbdad7d4b0f41a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_349e50cb56d1420c12ef7ab3d94c0e65 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_6594b79d0a607d9d5188be9153b7f1c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_151e4cabb779ae7e1385f581ef0911a1 = $(`&lt;div id=&quot;html_151e4cabb779ae7e1385f581ef0911a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.07749020302433193&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6594b79d0a607d9d5188be9153b7f1c5.setContent(html_151e4cabb779ae7e1385f581ef0911a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_349e50cb56d1420c12ef7ab3d94c0e65.bindPopup(popup_6594b79d0a607d9d5188be9153b7f1c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_08dd57537c222a3b71fa2e6b11d8fc84 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#95ca00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#95ca00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_943808cb19b13b21d0f8c6eee944d961 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6ee1ecb8cbad70e9f8801ef8acac091 = $(`&lt;div id=&quot;html_e6ee1ecb8cbad70e9f8801ef8acac091&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 29.15650927167445&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_943808cb19b13b21d0f8c6eee944d961.setContent(html_e6ee1ecb8cbad70e9f8801ef8acac091);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_08dd57537c222a3b71fa2e6b11d8fc84.bindPopup(popup_943808cb19b13b21d0f8c6eee944d961)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c1e5a8d7b8e4701776a765b78591f009 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#66b300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#66b300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_00ab60314afd8cf47ab4cdb5dd8d567e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_819a596ab57d856e80aa3124d0580237 = $(`&lt;div id=&quot;html_819a596ab57d856e80aa3124d0580237&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 20.097754712269783&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_00ab60314afd8cf47ab4cdb5dd8d567e.setContent(html_819a596ab57d856e80aa3124d0580237);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c1e5a8d7b8e4701776a765b78591f009.bindPopup(popup_00ab60314afd8cf47ab4cdb5dd8d567e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9646dd2ada1b6ed734bbef658a28c38c = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#178c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#178c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_c48e88d59f06d0a4c4ad8d284fcff63b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f699a87fc0d518e1957b160576e53dd7 = $(`&lt;div id=&quot;html_f699a87fc0d518e1957b160576e53dd7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 4.662995457669684&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c48e88d59f06d0a4c4ad8d284fcff63b.setContent(html_f699a87fc0d518e1957b160576e53dd7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9646dd2ada1b6ed734bbef658a28c38c.bindPopup(popup_c48e88d59f06d0a4c4ad8d284fcff63b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_98fa832ea2d64623a55c4b4e2974555f = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#329900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#329900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_202ddf93c5e77d4a51245f4908eff14a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6794f6e9d375e9e001db55e889f223d7 = $(`&lt;div id=&quot;html_6794f6e9d375e9e001db55e889f223d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 9.84714995188105&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_202ddf93c5e77d4a51245f4908eff14a.setContent(html_6794f6e9d375e9e001db55e889f223d7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_98fa832ea2d64623a55c4b4e2974555f.bindPopup(popup_202ddf93c5e77d4a51245f4908eff14a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c06e059197924375eeedd3be3b44074f = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_e9f4350a4851f0c75743f39c1e4c6494 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b00036e62f2963ca098bf55e43a51c8 = $(`&lt;div id=&quot;html_5b00036e62f2963ca098bf55e43a51c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e9f4350a4851f0c75743f39c1e4c6494.setContent(html_5b00036e62f2963ca098bf55e43a51c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c06e059197924375eeedd3be3b44074f.bindPopup(popup_e9f4350a4851f0c75743f39c1e4c6494)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1b869945717e59aee2a3e6cd428c37ee = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_7279ae9345958c8c82350069750eeaf7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c61a6684b346f5ce61381c931198e3d0 = $(`&lt;div id=&quot;html_c61a6684b346f5ce61381c931198e3d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7279ae9345958c8c82350069750eeaf7.setContent(html_c61a6684b346f5ce61381c931198e3d0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1b869945717e59aee2a3e6cd428c37ee.bindPopup(popup_7279ae9345958c8c82350069750eeaf7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b6896ced8bff01d5b50fc5eb046fe40 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_46ea8368e3976a31a09a1187f9b9e0b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d39765eadc835af2cea74abe7958706f = $(`&lt;div id=&quot;html_d39765eadc835af2cea74abe7958706f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 135.50983555112668&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_46ea8368e3976a31a09a1187f9b9e0b5.setContent(html_d39765eadc835af2cea74abe7958706f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b6896ced8bff01d5b50fc5eb046fe40.bindPopup(popup_46ea8368e3976a31a09a1187f9b9e0b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d6c8d073cd248f571db941c77bd1557 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_7aeb50c3d63d9b26dca12fa782c8f90e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b9fce06b9eb0154a8fd50b7b50a8f570 = $(`&lt;div id=&quot;html_b9fce06b9eb0154a8fd50b7b50a8f570&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7aeb50c3d63d9b26dca12fa782c8f90e.setContent(html_b9fce06b9eb0154a8fd50b7b50a8f570);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d6c8d073cd248f571db941c77bd1557.bindPopup(popup_7aeb50c3d63d9b26dca12fa782c8f90e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26ae428cf234d0a900b63112edad5a0a = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0c8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0c8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_1bbd4948ccf08734582dd5e8ab794c08 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe04014828e8cfe87c7c7d3f5e0a0f00 = $(`&lt;div id=&quot;html_fe04014828e8cfe87c7c7d3f5e0a0f00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 2.433982545910511&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1bbd4948ccf08734582dd5e8ab794c08.setContent(html_fe04014828e8cfe87c7c7d3f5e0a0f00);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26ae428cf234d0a900b63112edad5a0a.bindPopup(popup_1bbd4948ccf08734582dd5e8ab794c08)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_95af5205a128bfc1d63a010504e2f58d = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_21f967ee92c259056d840eb0da21d1aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_324238066572fcbb7b3e9446a2f8bbe4 = $(`&lt;div id=&quot;html_324238066572fcbb7b3e9446a2f8bbe4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_21f967ee92c259056d840eb0da21d1aa.setContent(html_324238066572fcbb7b3e9446a2f8bbe4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_95af5205a128bfc1d63a010504e2f58d.bindPopup(popup_21f967ee92c259056d840eb0da21d1aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_153a01e239ec9813af4262608f4155a3 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#229100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#229100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_b64ab6c8fe8630f99c173f7ba9fd64f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eea09823f097ae616f8c66b12a10ac07 = $(`&lt;div id=&quot;html_eea09823f097ae616f8c66b12a10ac07&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 6.656935384969338&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b64ab6c8fe8630f99c173f7ba9fd64f6.setContent(html_eea09823f097ae616f8c66b12a10ac07);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_153a01e239ec9813af4262608f4155a3.bindPopup(popup_b64ab6c8fe8630f99c173f7ba9fd64f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f7f331e817e3aa2244b61e2708120614 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_e849ef2309610c31e9a0a3af4396f337 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c900359b13d7bc04ff09574fb56af132 = $(`&lt;div id=&quot;html_c900359b13d7bc04ff09574fb56af132&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 2.1088823619482455&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e849ef2309610c31e9a0a3af4396f337.setContent(html_c900359b13d7bc04ff09574fb56af132);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f7f331e817e3aa2244b61e2708120614.bindPopup(popup_e849ef2309610c31e9a0a3af4396f337)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b1ae9277dfd8a4eaced69b91b45a880 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5cae00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5cae00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_ac9c53150335b4a817ff981f4791e164 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a3bb33cbe3d5006ac3ef90f677858773 = $(`&lt;div id=&quot;html_a3bb33cbe3d5006ac3ef90f677858773&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 18.000153444723285&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ac9c53150335b4a817ff981f4791e164.setContent(html_a3bb33cbe3d5006ac3ef90f677858773);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b1ae9277dfd8a4eaced69b91b45a880.bindPopup(popup_ac9c53150335b4a817ff981f4791e164)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_509defaba6f617807c1ea0e61c9127c6 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_6c0864a317ac2616089f5286c5b0fd38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e1d6fa21bdde111be376e234bb1c97e4 = $(`&lt;div id=&quot;html_e1d6fa21bdde111be376e234bb1c97e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6c0864a317ac2616089f5286c5b0fd38.setContent(html_e1d6fa21bdde111be376e234bb1c97e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_509defaba6f617807c1ea0e61c9127c6.bindPopup(popup_6c0864a317ac2616089f5286c5b0fd38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ab04a7f5e894e64e940bd24e3a5c49c3 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cde600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cde600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_d8cfa3edad7cc255e55c4be54accc489 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b6d9e390b74f0a7010ddcb96732a2fe7 = $(`&lt;div id=&quot;html_b6d9e390b74f0a7010ddcb96732a2fe7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 40.1847368438738&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d8cfa3edad7cc255e55c4be54accc489.setContent(html_b6d9e390b74f0a7010ddcb96732a2fe7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ab04a7f5e894e64e940bd24e3a5c49c3.bindPopup(popup_d8cfa3edad7cc255e55c4be54accc489)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74d9fd264b8133248c783bbb400719f4 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#48a400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#48a400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_e2926db0607cbd47f4747dd56b518ae1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e002862718b6d8c53c4b525401196211 = $(`&lt;div id=&quot;html_e002862718b6d8c53c4b525401196211&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 14.254172922370396&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e2926db0607cbd47f4747dd56b518ae1.setContent(html_e002862718b6d8c53c4b525401196211);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74d9fd264b8133248c783bbb400719f4.bindPopup(popup_e2926db0607cbd47f4747dd56b518ae1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_55bc00d976e482c420f74d1d4314fa37 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#349a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#349a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_fdb4a940c1f2d4b8439ce2d409ce54ee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24924a6bffb2700c822900a58cab15ab = $(`&lt;div id=&quot;html_24924a6bffb2700c822900a58cab15ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 10.232907342689545&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fdb4a940c1f2d4b8439ce2d409ce54ee.setContent(html_24924a6bffb2700c822900a58cab15ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_55bc00d976e482c420f74d1d4314fa37.bindPopup(popup_fdb4a940c1f2d4b8439ce2d409ce54ee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d34035aa2c4adc4c7da1d404538f188b = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_6025fb1ca9dddba2f2cc47ca5e0e3a9b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd0f65e0644062f0c6f55c6873d4317a = $(`&lt;div id=&quot;html_fd0f65e0644062f0c6f55c6873d4317a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 1391.600907882822&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_6025fb1ca9dddba2f2cc47ca5e0e3a9b.setContent(html_fd0f65e0644062f0c6f55c6873d4317a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d34035aa2c4adc4c7da1d404538f188b.bindPopup(popup_6025fb1ca9dddba2f2cc47ca5e0e3a9b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d28fb14f4ea9921b6c73e0923e42546 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_bfefa4bccccfd6d2d544cc06d44b52da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c17cccdb5fc365fe39a761397376b2f = $(`&lt;div id=&quot;html_0c17cccdb5fc365fe39a761397376b2f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bfefa4bccccfd6d2d544cc06d44b52da.setContent(html_0c17cccdb5fc365fe39a761397376b2f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d28fb14f4ea9921b6c73e0923e42546.bindPopup(popup_bfefa4bccccfd6d2d544cc06d44b52da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c6acc7df7eb79c820ae5af37e6fdee56 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#078400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#078400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_dce7fb266289c5d9d7a17810b8966bf0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7a2d5b4fca05192ea37beafb6c9b665b = $(`&lt;div id=&quot;html_7a2d5b4fca05192ea37beafb6c9b665b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 1.4998077008177302&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_dce7fb266289c5d9d7a17810b8966bf0.setContent(html_7a2d5b4fca05192ea37beafb6c9b665b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c6acc7df7eb79c820ae5af37e6fdee56.bindPopup(popup_dce7fb266289c5d9d7a17810b8966bf0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b1043486ecca9be34df4752c69662693 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_dd2603abd1239d02fc60e66469f4a53c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3ebe1a22959ecc21078fd3d37dd64269 = $(`&lt;div id=&quot;html_3ebe1a22959ecc21078fd3d37dd64269&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.12654988607710033&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_dd2603abd1239d02fc60e66469f4a53c.setContent(html_3ebe1a22959ecc21078fd3d37dd64269);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b1043486ecca9be34df4752c69662693.bindPopup(popup_dd2603abd1239d02fc60e66469f4a53c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c2d2374152cdc6b24d825230c7b0c225 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_3bf852c8ad095224083bb082b3cf7ed0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e8b5fc09568e86abe6b79ef9cc70a46b = $(`&lt;div id=&quot;html_e8b5fc09568e86abe6b79ef9cc70a46b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3bf852c8ad095224083bb082b3cf7ed0.setContent(html_e8b5fc09568e86abe6b79ef9cc70a46b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c2d2374152cdc6b24d825230c7b0c225.bindPopup(popup_3bf852c8ad095224083bb082b3cf7ed0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_15eb77810d406f0d27fcd0aed4b3bad3 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#70b800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#70b800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_502ff445f744e1cf3475915e86a3bbc0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c0cb2e4138c7cf7c00f333e40cef4d71 = $(`&lt;div id=&quot;html_c0cb2e4138c7cf7c00f333e40cef4d71&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 22.022519647632247&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_502ff445f744e1cf3475915e86a3bbc0.setContent(html_c0cb2e4138c7cf7c00f333e40cef4d71);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_15eb77810d406f0d27fcd0aed4b3bad3.bindPopup(popup_502ff445f744e1cf3475915e86a3bbc0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3737ec030d82145acfd38e353b504b3f = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dbed00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dbed00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_d21a0aa55032b8b64cca7a17b9f7b87d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0536a0045ab39a4993fdb51b548bcc7d = $(`&lt;div id=&quot;html_0536a0045ab39a4993fdb51b548bcc7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 42.7803914221608&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d21a0aa55032b8b64cca7a17b9f7b87d.setContent(html_0536a0045ab39a4993fdb51b548bcc7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3737ec030d82145acfd38e353b504b3f.bindPopup(popup_d21a0aa55032b8b64cca7a17b9f7b87d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3b3e37231b55190e38503711771f1640 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7dbe00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7dbe00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_aa557db5af48b8ac24deae33a8f00ee0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_609891293c43315d31720942fd0565ea = $(`&lt;div id=&quot;html_609891293c43315d31720942fd0565ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 24.45239520830744&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_aa557db5af48b8ac24deae33a8f00ee0.setContent(html_609891293c43315d31720942fd0565ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3b3e37231b55190e38503711771f1640.bindPopup(popup_aa557db5af48b8ac24deae33a8f00ee0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dc62248b7c8936a0a2f5e9a9ea6574e4 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b4da00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b4da00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_d8166f343c5139ca791067ffcf083f52 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_811d1e2c6f606558667ae62831c08585 = $(`&lt;div id=&quot;html_811d1e2c6f606558667ae62831c08585&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 35.28129986955027&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d8166f343c5139ca791067ffcf083f52.setContent(html_811d1e2c6f606558667ae62831c08585);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dc62248b7c8936a0a2f5e9a9ea6574e4.bindPopup(popup_d8166f343c5139ca791067ffcf083f52)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3a52772502721f0023da1db23db875b = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_66bb094bceab3c5a88ff22a0d42ebd33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_226c6c8f0a6c89e3ebcf444ae965a47b = $(`&lt;div id=&quot;html_226c6c8f0a6c89e3ebcf444ae965a47b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_66bb094bceab3c5a88ff22a0d42ebd33.setContent(html_226c6c8f0a6c89e3ebcf444ae965a47b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3a52772502721f0023da1db23db875b.bindPopup(popup_66bb094bceab3c5a88ff22a0d42ebd33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_61360cb9658a839e2246bad4fc6467e2 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2f9800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2f9800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68);\n",
              "        \n",
              "    \n",
              "        var popup_3438a57c0f1fc13ba60211baf1194e7e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ffb195730f0e35bcacc27f38b5bba7a7 = $(`&lt;div id=&quot;html_ffb195730f0e35bcacc27f38b5bba7a7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence: 9.358448546283189&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3438a57c0f1fc13ba60211baf1194e7e.setContent(html_ffb195730f0e35bcacc27f38b5bba7a7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_61360cb9658a839e2246bad4fc6467e2.bindPopup(popup_3438a57c0f1fc13ba60211baf1194e7e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_877a32718ec871b2ca8298a1c1c49e58 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_60d81b55750581be542a5ffe3489b470 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_4bc78f8338d6d49b1d5b0243f2eb245a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_531f1d37f7b3c34fe748441981691899 = $(`&lt;div id=&quot;html_531f1d37f7b3c34fe748441981691899&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 8.67814696800587e-05&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_4bc78f8338d6d49b1d5b0243f2eb245a.setContent(html_531f1d37f7b3c34fe748441981691899);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_60d81b55750581be542a5ffe3489b470.bindPopup(popup_4bc78f8338d6d49b1d5b0243f2eb245a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b8251138ebd78078181fa5d9552aec0 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffba00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffba00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_231a0b35dbbb2a90e49d7a7a35f83003 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cfe7777c606fde03a194da6ece7785da = $(`&lt;div id=&quot;html_cfe7777c606fde03a194da6ece7785da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 63.5267548307583&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_231a0b35dbbb2a90e49d7a7a35f83003.setContent(html_cfe7777c606fde03a194da6ece7785da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b8251138ebd78078181fa5d9552aec0.bindPopup(popup_231a0b35dbbb2a90e49d7a7a35f83003)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9fd0b1c2c6a53a817608c828ca7d32f9 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_6be71fbbdca733201baa730654cd502e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f5ee9f99fd0c1dbca8c1949240059b89 = $(`&lt;div id=&quot;html_f5ee9f99fd0c1dbca8c1949240059b89&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_6be71fbbdca733201baa730654cd502e.setContent(html_f5ee9f99fd0c1dbca8c1949240059b89);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9fd0b1c2c6a53a817608c828ca7d32f9.bindPopup(popup_6be71fbbdca733201baa730654cd502e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6eb631504e4349208a5ad142d8bcc382 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_feb56969f4a4381f6bd3b05f54afd36b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4fe30492d6d7c9183a44263735d6178 = $(`&lt;div id=&quot;html_f4fe30492d6d7c9183a44263735d6178&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.4618097762190383&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_feb56969f4a4381f6bd3b05f54afd36b.setContent(html_f4fe30492d6d7c9183a44263735d6178);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6eb631504e4349208a5ad142d8bcc382.bindPopup(popup_feb56969f4a4381f6bd3b05f54afd36b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9705b3e7b401df6e45345df6aa31ea99 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0c8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0c8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_d1213eccf53d4d5ee35f04a141bd47db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c9134b42d12746d42adcd478f68b5610 = $(`&lt;div id=&quot;html_c9134b42d12746d42adcd478f68b5610&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 2.4025664046680086&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d1213eccf53d4d5ee35f04a141bd47db.setContent(html_c9134b42d12746d42adcd478f68b5610);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9705b3e7b401df6e45345df6aa31ea99.bindPopup(popup_d1213eccf53d4d5ee35f04a141bd47db)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f40e8180e45ce24e6d8eb82e36cd43b = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_ac7df3f9085bc66029b7c21ad39afa24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9111d79a5610bebdafe8c5e30b2d6bf6 = $(`&lt;div id=&quot;html_9111d79a5610bebdafe8c5e30b2d6bf6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 105.9107822813157&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ac7df3f9085bc66029b7c21ad39afa24.setContent(html_9111d79a5610bebdafe8c5e30b2d6bf6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f40e8180e45ce24e6d8eb82e36cd43b.bindPopup(popup_ac7df3f9085bc66029b7c21ad39afa24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_65442e41036fc9701e61d9739525e1f1 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_bb45d0ae1f105bbf41d10763fe5842bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_32ac469fc87b09ff707a3ff80454ab4d = $(`&lt;div id=&quot;html_32ac469fc87b09ff707a3ff80454ab4d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_bb45d0ae1f105bbf41d10763fe5842bf.setContent(html_32ac469fc87b09ff707a3ff80454ab4d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_65442e41036fc9701e61d9739525e1f1.bindPopup(popup_bb45d0ae1f105bbf41d10763fe5842bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1b26432a66334827e0bec2405949721c = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_c4b8aef9249f377896f97ab75d91c47d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e152ceba70464b97ec0a05ef422dcadd = $(`&lt;div id=&quot;html_e152ceba70464b97ec0a05ef422dcadd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_c4b8aef9249f377896f97ab75d91c47d.setContent(html_e152ceba70464b97ec0a05ef422dcadd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1b26432a66334827e0bec2405949721c.bindPopup(popup_c4b8aef9249f377896f97ab75d91c47d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b68d71927a7b0d579953c0f552dd84d3 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#168b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#168b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_21643e77cd96ce11fe1c904ca225a11f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_affb282f810689bf766d04ae25677fbf = $(`&lt;div id=&quot;html_affb282f810689bf766d04ae25677fbf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 4.302950337085617&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_21643e77cd96ce11fe1c904ca225a11f.setContent(html_affb282f810689bf766d04ae25677fbf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b68d71927a7b0d579953c0f552dd84d3.bindPopup(popup_21643e77cd96ce11fe1c904ca225a11f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_350ed5952f876550da8066eb6ad64c5a = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0d8700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0d8700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_169131c3b493cffbdf12a1c9a79f39a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_052c8287a77c29b78c393aa93c0912cc = $(`&lt;div id=&quot;html_052c8287a77c29b78c393aa93c0912cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 2.592633703558557&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_169131c3b493cffbdf12a1c9a79f39a0.setContent(html_052c8287a77c29b78c393aa93c0912cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_350ed5952f876550da8066eb6ad64c5a.bindPopup(popup_169131c3b493cffbdf12a1c9a79f39a0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0979b431c015aa03b6a730a150408473 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#309800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#309800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_407586fb93d935885215f5d742678a6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b3dbc0a144086ce79f48b946c21749e8 = $(`&lt;div id=&quot;html_b3dbc0a144086ce79f48b946c21749e8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 9.551032140635254&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_407586fb93d935885215f5d742678a6a.setContent(html_b3dbc0a144086ce79f48b946c21749e8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0979b431c015aa03b6a730a150408473.bindPopup(popup_407586fb93d935885215f5d742678a6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c2dbc4873849e14a92e3c0ac9c6c7a9 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_8956443d343e894f20d794784f8f2d14 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9686ff8de87b8f9563681b7fbd232e1f = $(`&lt;div id=&quot;html_9686ff8de87b8f9563681b7fbd232e1f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.053217356198445684&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8956443d343e894f20d794784f8f2d14.setContent(html_9686ff8de87b8f9563681b7fbd232e1f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c2dbc4873849e14a92e3c0ac9c6c7a9.bindPopup(popup_8956443d343e894f20d794784f8f2d14)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_35575246caffb5314cd3b21964918848 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#82c100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#82c100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_6aae0cf387ec9cd0fb33c8935043d217 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac08738673587c233a832bee25312db0 = $(`&lt;div id=&quot;html_ac08738673587c233a832bee25312db0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 25.438474779028212&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6aae0cf387ec9cd0fb33c8935043d217.setContent(html_ac08738673587c233a832bee25312db0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_35575246caffb5314cd3b21964918848.bindPopup(popup_6aae0cf387ec9cd0fb33c8935043d217)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_23ecfd6f24b859a825e2487a437d289c = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e6f300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e6f300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_88989249dc185692735389ed09d8f1f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff957502b2d7876c5a2d713352130b9b = $(`&lt;div id=&quot;html_ff957502b2d7876c5a2d713352130b9b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 44.99215184094343&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_88989249dc185692735389ed09d8f1f6.setContent(html_ff957502b2d7876c5a2d713352130b9b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_23ecfd6f24b859a825e2487a437d289c.bindPopup(popup_88989249dc185692735389ed09d8f1f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0fb8fe615655e439360b1ae80f426709 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_4aaaedf0f53b1d400f5b7c7ac2d1a914 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_edfec3c6624ad601b640614993206701 = $(`&lt;div id=&quot;html_edfec3c6624ad601b640614993206701&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 3.4157192617220113&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4aaaedf0f53b1d400f5b7c7ac2d1a914.setContent(html_edfec3c6624ad601b640614993206701);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0fb8fe615655e439360b1ae80f426709.bindPopup(popup_4aaaedf0f53b1d400f5b7c7ac2d1a914)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d2cdf4ef4b7ede5fc0a4f5a3ca1df989 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#269300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#269300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_0d26ba94e55356c446cff1f3d19ee3f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3af71a7310f278537701bd27a5952e96 = $(`&lt;div id=&quot;html_3af71a7310f278537701bd27a5952e96&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 7.5912151789367455&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0d26ba94e55356c446cff1f3d19ee3f2.setContent(html_3af71a7310f278537701bd27a5952e96);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d2cdf4ef4b7ede5fc0a4f5a3ca1df989.bindPopup(popup_0d26ba94e55356c446cff1f3d19ee3f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d0fc5c44e3f764f1bf2d12c81454bf1f = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6db700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6db700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_0f2f9b07a80179fbaec6640e0d4af6da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f65ff25c7ddfb261b0167d4980bf4e42 = $(`&lt;div id=&quot;html_f65ff25c7ddfb261b0167d4980bf4e42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 21.43326231894617&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0f2f9b07a80179fbaec6640e0d4af6da.setContent(html_f65ff25c7ddfb261b0167d4980bf4e42);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d0fc5c44e3f764f1bf2d12c81454bf1f.bindPopup(popup_0f2f9b07a80179fbaec6640e0d4af6da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_341bff070f13a6c02407d90c34a8e5a7 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_1148de0bf3b16bccb789b58ea71fa2ff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e16ab41f6debf6b962570292a1279e97 = $(`&lt;div id=&quot;html_e16ab41f6debf6b962570292a1279e97&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 421.00105563168984&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1148de0bf3b16bccb789b58ea71fa2ff.setContent(html_e16ab41f6debf6b962570292a1279e97);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_341bff070f13a6c02407d90c34a8e5a7.bindPopup(popup_1148de0bf3b16bccb789b58ea71fa2ff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3c6b665e0413fb9911142b87fc52ec0c = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_b546f8d67de3dfa52d481925c4174796 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e8949b1ed59417e2b3fc074e6a74b14d = $(`&lt;div id=&quot;html_e8949b1ed59417e2b3fc074e6a74b14d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 160.40436725515323&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b546f8d67de3dfa52d481925c4174796.setContent(html_e8949b1ed59417e2b3fc074e6a74b14d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3c6b665e0413fb9911142b87fc52ec0c.bindPopup(popup_b546f8d67de3dfa52d481925c4174796)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_83de9136bf7a5b619e29bff92238b579 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_8e8d8406c19686bc762096628a95219f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73ee3b405eecb847c3d2ce8c0129e23e = $(`&lt;div id=&quot;html_73ee3b405eecb847c3d2ce8c0129e23e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8e8d8406c19686bc762096628a95219f.setContent(html_73ee3b405eecb847c3d2ce8c0129e23e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_83de9136bf7a5b619e29bff92238b579.bindPopup(popup_8e8d8406c19686bc762096628a95219f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_92660a4f278f1712a13c1be01867a110 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#178c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#178c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_ff8a101c28446f1dfb87ddddd66a5c98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59471a23594b503e2a407dadb623d1f3 = $(`&lt;div id=&quot;html_59471a23594b503e2a407dadb623d1f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 4.544985012137558&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ff8a101c28446f1dfb87ddddd66a5c98.setContent(html_59471a23594b503e2a407dadb623d1f3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_92660a4f278f1712a13c1be01867a110.bindPopup(popup_ff8a101c28446f1dfb87ddddd66a5c98)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e3fcf44954ef0d30129763179e58f961 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_f6490f313db96e03a4d46c9a9dbf2887 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f820285cc3da667deda113df03d560bc = $(`&lt;div id=&quot;html_f820285cc3da667deda113df03d560bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f6490f313db96e03a4d46c9a9dbf2887.setContent(html_f820285cc3da667deda113df03d560bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e3fcf44954ef0d30129763179e58f961.bindPopup(popup_f6490f313db96e03a4d46c9a9dbf2887)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_94f4fc2349ec7e2602ab8a3ea97ce272 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#1c8e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#1c8e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_e0b7c02efb97f3ea0e95d7a3a821a06a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b91b52b268e184ca2d2dbb38870099ba = $(`&lt;div id=&quot;html_b91b52b268e184ca2d2dbb38870099ba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 5.504960250295128&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e0b7c02efb97f3ea0e95d7a3a821a06a.setContent(html_b91b52b268e184ca2d2dbb38870099ba);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_94f4fc2349ec7e2602ab8a3ea97ce272.bindPopup(popup_e0b7c02efb97f3ea0e95d7a3a821a06a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_32eec6403d7ffe830188c3b558e3e05e = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_0869194db178ce22c6efdb06870f0c7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eeafeceafb9d1f378896c02e942a3fa1 = $(`&lt;div id=&quot;html_eeafeceafb9d1f378896c02e942a3fa1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.5356743413952649&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0869194db178ce22c6efdb06870f0c7d.setContent(html_eeafeceafb9d1f378896c02e942a3fa1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_32eec6403d7ffe830188c3b558e3e05e.bindPopup(popup_0869194db178ce22c6efdb06870f0c7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_31f14c28580e65b23202113c40307681 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e2f100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e2f100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_b7d35b01feecd4461ebd5b07a814f971 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e0335c4e550ba20b94a5ec736112450 = $(`&lt;div id=&quot;html_2e0335c4e550ba20b94a5ec736112450&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 44.17193593731549&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b7d35b01feecd4461ebd5b07a814f971.setContent(html_2e0335c4e550ba20b94a5ec736112450);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_31f14c28580e65b23202113c40307681.bindPopup(popup_b7d35b01feecd4461ebd5b07a814f971)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c16ecd1debae8e5a1deca297b5277848 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_466dd5baaaefaed7375e49b8b9abdeb5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a80080214151ad5a6cd6d79550fa308 = $(`&lt;div id=&quot;html_0a80080214151ad5a6cd6d79550fa308&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.9389463643549739&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_466dd5baaaefaed7375e49b8b9abdeb5.setContent(html_0a80080214151ad5a6cd6d79550fa308);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c16ecd1debae8e5a1deca297b5277848.bindPopup(popup_466dd5baaaefaed7375e49b8b9abdeb5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c2b4ca8bb2e491a6883c9cf82ab98826 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a5d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a5d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_cbed5721e71dd6ef03e7e17fcfd40130 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_23076eea626607a4a772957fdf868dad = $(`&lt;div id=&quot;html_23076eea626607a4a772957fdf868dad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 32.32898480023913&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_cbed5721e71dd6ef03e7e17fcfd40130.setContent(html_23076eea626607a4a772957fdf868dad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c2b4ca8bb2e491a6883c9cf82ab98826.bindPopup(popup_cbed5721e71dd6ef03e7e17fcfd40130)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e90a1dc3bc6744cc0051732de835c6f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b8dc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b8dc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_00605329f6e137eabd2a89713909acd3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60826a70e6831b1b27a31694ea99aa95 = $(`&lt;div id=&quot;html_60826a70e6831b1b27a31694ea99aa95&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 35.96469046688581&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_00605329f6e137eabd2a89713909acd3.setContent(html_60826a70e6831b1b27a31694ea99aa95);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e90a1dc3bc6744cc0051732de835c6f.bindPopup(popup_00605329f6e137eabd2a89713909acd3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd812efd8d0b5927f9d20b0a85b9321e = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#68b400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#68b400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_99ffc9982277ef2d31e4b7bb40d3e85a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b13efab2e0a22b5456035781123d75be = $(`&lt;div id=&quot;html_b13efab2e0a22b5456035781123d75be&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 20.37626941085894&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_99ffc9982277ef2d31e4b7bb40d3e85a.setContent(html_b13efab2e0a22b5456035781123d75be);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd812efd8d0b5927f9d20b0a85b9321e.bindPopup(popup_99ffc9982277ef2d31e4b7bb40d3e85a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_52a5f22fe3e2d47ace09bd7dfd2ff5cc = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_62388740659b3979de82037b418bfed7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8a5a9636ec6426fb05356b7af7881ecf = $(`&lt;div id=&quot;html_8a5a9636ec6426fb05356b7af7881ecf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 2782.1656929941582&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_62388740659b3979de82037b418bfed7.setContent(html_8a5a9636ec6426fb05356b7af7881ecf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_52a5f22fe3e2d47ace09bd7dfd2ff5cc.bindPopup(popup_62388740659b3979de82037b418bfed7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_314cd0aa919a71a8ed112fe2c12b90e9 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#94ca00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#94ca00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_1e1479520118cc0bc24a0906be32dc0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f14ab745fab981585b30ea3062597b84 = $(`&lt;div id=&quot;html_f14ab745fab981585b30ea3062597b84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 28.95420351149099&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1e1479520118cc0bc24a0906be32dc0e.setContent(html_f14ab745fab981585b30ea3062597b84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_314cd0aa919a71a8ed112fe2c12b90e9.bindPopup(popup_1e1479520118cc0bc24a0906be32dc0e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a8c787a334cd6b29e4fd97cb31eddfb9 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_fd1fc43ef5a71a3a62d3a30da65bd96e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff7f8e26bcdb9b9be8995b5097b95a0a = $(`&lt;div id=&quot;html_ff7f8e26bcdb9b9be8995b5097b95a0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 3.224588833250181&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fd1fc43ef5a71a3a62d3a30da65bd96e.setContent(html_ff7f8e26bcdb9b9be8995b5097b95a0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a8c787a334cd6b29e4fd97cb31eddfb9.bindPopup(popup_fd1fc43ef5a71a3a62d3a30da65bd96e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e55dc18595eefb7e2e3a3e25cfcb0d2f = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_c0fc25dfcaa0f9f5bdc57301ccd19ead = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d668877cd35f515aed46ee2b95984953 = $(`&lt;div id=&quot;html_d668877cd35f515aed46ee2b95984953&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.15417531513189187&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_c0fc25dfcaa0f9f5bdc57301ccd19ead.setContent(html_d668877cd35f515aed46ee2b95984953);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e55dc18595eefb7e2e3a3e25cfcb0d2f.bindPopup(popup_c0fc25dfcaa0f9f5bdc57301ccd19ead)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5c4fae51a5be3c6c758d4a5a2d4809ff = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#1e8f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#1e8f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_774973aaa505b99d7b860d3be250590c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cf4de93cab88b6fc3de1a3e31a3a0678 = $(`&lt;div id=&quot;html_cf4de93cab88b6fc3de1a3e31a3a0678&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 5.89434045400395&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_774973aaa505b99d7b860d3be250590c.setContent(html_cf4de93cab88b6fc3de1a3e31a3a0678);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5c4fae51a5be3c6c758d4a5a2d4809ff.bindPopup(popup_774973aaa505b99d7b860d3be250590c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_414266904f4d82403a4cee2ed496267b = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5aad00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5aad00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_f8bf755c84b66ce30d21e03dca924462 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_202294238945faee45fcd9b850648e39 = $(`&lt;div id=&quot;html_202294238945faee45fcd9b850648e39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 17.75430286022176&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f8bf755c84b66ce30d21e03dca924462.setContent(html_202294238945faee45fcd9b850648e39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_414266904f4d82403a4cee2ed496267b.bindPopup(popup_f8bf755c84b66ce30d21e03dca924462)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3a446685ae307cb19bb75dd3085bb313 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_1a47c874eee67caac7712d0b86f41e8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bef2d8b54e812a4f39fbb7f3902497ac = $(`&lt;div id=&quot;html_bef2d8b54e812a4f39fbb7f3902497ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 63.84638798473021&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1a47c874eee67caac7712d0b86f41e8d.setContent(html_bef2d8b54e812a4f39fbb7f3902497ac);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3a446685ae307cb19bb75dd3085bb313.bindPopup(popup_1a47c874eee67caac7712d0b86f41e8d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_014d73bbe399a0fa24034081d5ffeee6 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bedf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bedf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_a2dab09eb6bcfed020748369373c5e5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dd99db10467b4c3a2cfaf92659e93630 = $(`&lt;div id=&quot;html_dd99db10467b4c3a2cfaf92659e93630&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 37.19745926643059&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a2dab09eb6bcfed020748369373c5e5a.setContent(html_dd99db10467b4c3a2cfaf92659e93630);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_014d73bbe399a0fa24034081d5ffeee6.bindPopup(popup_a2dab09eb6bcfed020748369373c5e5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eefe400bcc73c20de15d01098b1858bf = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a4d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a4d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_b19b2cd1c6a6782f8a4d941c281f43ac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49cefcfc346582011d45ffa78bd7ee08 = $(`&lt;div id=&quot;html_49cefcfc346582011d45ffa78bd7ee08&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 32.09775252342997&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b19b2cd1c6a6782f8a4d941c281f43ac.setContent(html_49cefcfc346582011d45ffa78bd7ee08);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eefe400bcc73c20de15d01098b1858bf.bindPopup(popup_b19b2cd1c6a6782f8a4d941c281f43ac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3936de31c2ee9f1a6c3b1094ed154b26 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_50039bc2a1b22c9c49648583e28c5142 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c7bb66dfb8eed9133662a9246e54190c = $(`&lt;div id=&quot;html_c7bb66dfb8eed9133662a9246e54190c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_50039bc2a1b22c9c49648583e28c5142.setContent(html_c7bb66dfb8eed9133662a9246e54190c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3936de31c2ee9f1a6c3b1094ed154b26.bindPopup(popup_50039bc2a1b22c9c49648583e28c5142)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1369f54d4cfef3b5a0436b7453e62f4e = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0d8700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0d8700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_877a32718ec871b2ca8298a1c1c49e58);\n",
              "        \n",
              "    \n",
              "        var popup_61a6f3f044f4413f1a27b7af24d9f258 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_31515713abbf1f862fbcbcedc123091e = $(`&lt;div id=&quot;html_31515713abbf1f862fbcbcedc123091e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence: 2.612517406889228&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_61a6f3f044f4413f1a27b7af24d9f258.setContent(html_31515713abbf1f862fbcbcedc123091e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1369f54d4cfef3b5a0436b7453e62f4e.bindPopup(popup_61a6f3f044f4413f1a27b7af24d9f258)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_4a4f4e7720fd940926003c124860ab82 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_9403827f41247d48fbb889376f2235cf = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_09afa254f150a03849f861c7ec668c80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9065854580a7da5eb4f237902f4c2ce2 = $(`&lt;div id=&quot;html_9065854580a7da5eb4f237902f4c2ce2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_09afa254f150a03849f861c7ec668c80.setContent(html_9065854580a7da5eb4f237902f4c2ce2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9403827f41247d48fbb889376f2235cf.bindPopup(popup_09afa254f150a03849f861c7ec668c80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7dcd0a36254ab4c5b5e947c5e1af50cd = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_cca0e9969881226592777f528faa55e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73cfca18b7857bb618ce8854efe7fadb = $(`&lt;div id=&quot;html_73cfca18b7857bb618ce8854efe7fadb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 69.90602405206332&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_cca0e9969881226592777f528faa55e0.setContent(html_73cfca18b7857bb618ce8854efe7fadb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7dcd0a36254ab4c5b5e947c5e1af50cd.bindPopup(popup_cca0e9969881226592777f528faa55e0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e3d2ce8fb8fcf3753972dae9a75d373c = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_3c79621f48bb4a6b0cbd4602ca0f444a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a11829780da9abfa145620dd09844aa1 = $(`&lt;div id=&quot;html_a11829780da9abfa145620dd09844aa1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 96.98507955398051&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_3c79621f48bb4a6b0cbd4602ca0f444a.setContent(html_a11829780da9abfa145620dd09844aa1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e3d2ce8fb8fcf3753972dae9a75d373c.bindPopup(popup_3c79621f48bb4a6b0cbd4602ca0f444a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d5bc728adf611ff7f3ac37287866a7b0 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_8b08cc0513296a7f626b1e1934a262fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be39400e073c4e209d5222ef3a5d7bc8 = $(`&lt;div id=&quot;html_be39400e073c4e209d5222ef3a5d7bc8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.49975671023432444&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8b08cc0513296a7f626b1e1934a262fa.setContent(html_be39400e073c4e209d5222ef3a5d7bc8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5bc728adf611ff7f3ac37287866a7b0.bindPopup(popup_8b08cc0513296a7f626b1e1934a262fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c29585587fb26a106ab2de51983c749 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3b9e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3b9e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_f0508d3ee95c171c0b99784ef61a18dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1cba712582fa80b2a8360be68c1353fd = $(`&lt;div id=&quot;html_1cba712582fa80b2a8360be68c1353fd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 11.663050697308924&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f0508d3ee95c171c0b99784ef61a18dd.setContent(html_1cba712582fa80b2a8360be68c1353fd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c29585587fb26a106ab2de51983c749.bindPopup(popup_f0508d3ee95c171c0b99784ef61a18dd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e15110ab2511bfd32ff36d0b4ef9355 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_1e661613292eb9b9560d0dfb662722ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51e9b2984c6c00f1113b43fea22ef0c2 = $(`&lt;div id=&quot;html_51e9b2984c6c00f1113b43fea22ef0c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 136.13183783986113&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1e661613292eb9b9560d0dfb662722ca.setContent(html_51e9b2984c6c00f1113b43fea22ef0c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e15110ab2511bfd32ff36d0b4ef9355.bindPopup(popup_1e661613292eb9b9560d0dfb662722ca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2843a844c99472a8fbdb72e7d1d39c7b = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_3d1526c98676a7aae85d9c4af6deaaf2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7f0abdd938c115aaa4e021554b646013 = $(`&lt;div id=&quot;html_7f0abdd938c115aaa4e021554b646013&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_3d1526c98676a7aae85d9c4af6deaaf2.setContent(html_7f0abdd938c115aaa4e021554b646013);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2843a844c99472a8fbdb72e7d1d39c7b.bindPopup(popup_3d1526c98676a7aae85d9c4af6deaaf2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eef94cb064998a5999fa0980697105ec = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_ad3545d96d32b2cb99874ade37c4d154 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0adbf33435e6b81df4c43ddafebe3b7 = $(`&lt;div id=&quot;html_e0adbf33435e6b81df4c43ddafebe3b7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ad3545d96d32b2cb99874ade37c4d154.setContent(html_e0adbf33435e6b81df4c43ddafebe3b7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eef94cb064998a5999fa0980697105ec.bindPopup(popup_ad3545d96d32b2cb99874ade37c4d154)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a9f1353e563b9d1e944afaaff9a45ff2 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_ad9f0624cc679b757cc98d8f979d627a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_29d27523162f4bb5b41d26c418205a7f = $(`&lt;div id=&quot;html_29d27523162f4bb5b41d26c418205a7f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ad9f0624cc679b757cc98d8f979d627a.setContent(html_29d27523162f4bb5b41d26c418205a7f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a9f1353e563b9d1e944afaaff9a45ff2.bindPopup(popup_ad9f0624cc679b757cc98d8f979d627a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_adf2f141a0ea8969f5174e0cbf51b9e4 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0f8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0f8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_894f2d0b59baba8edd055ebe443166a1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d44e896ce7da3e9e2bef081b97bbdb32 = $(`&lt;div id=&quot;html_d44e896ce7da3e9e2bef081b97bbdb32&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 2.98079131908339&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_894f2d0b59baba8edd055ebe443166a1.setContent(html_d44e896ce7da3e9e2bef081b97bbdb32);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_adf2f141a0ea8969f5174e0cbf51b9e4.bindPopup(popup_894f2d0b59baba8edd055ebe443166a1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_773a19a092952181af7288544da5eeb5 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#45a300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#45a300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_b574509a03c89b712e653734e259fddb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_794325f8ff801eb21b64fdd867d1c737 = $(`&lt;div id=&quot;html_794325f8ff801eb21b64fdd867d1c737&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 13.590294398890087&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b574509a03c89b712e653734e259fddb.setContent(html_794325f8ff801eb21b64fdd867d1c737);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_773a19a092952181af7288544da5eeb5.bindPopup(popup_b574509a03c89b712e653734e259fddb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f0272ad5ff4b84d9a763ba7c24d058b = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_1986621f46af2c432a0046f56377b99b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_95833081633ce9bbd289353220e3dd5e = $(`&lt;div id=&quot;html_95833081633ce9bbd289353220e3dd5e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.09681373220591002&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1986621f46af2c432a0046f56377b99b.setContent(html_95833081633ce9bbd289353220e3dd5e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f0272ad5ff4b84d9a763ba7c24d058b.bindPopup(popup_1986621f46af2c432a0046f56377b99b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_81cb83240f17ae79676e1b1b6e57eeda = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_3d35a6c1dc8790a0bbff7957fe0ee590 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad8aee9ed7e49e8ada45b3f353385c27 = $(`&lt;div id=&quot;html_ad8aee9ed7e49e8ada45b3f353385c27&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.3991431726560317&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3d35a6c1dc8790a0bbff7957fe0ee590.setContent(html_ad8aee9ed7e49e8ada45b3f353385c27);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_81cb83240f17ae79676e1b1b6e57eeda.bindPopup(popup_3d35a6c1dc8790a0bbff7957fe0ee590)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d808b3efd9f23e9c050d16420035592e = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e2f100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e2f100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_55583d081df280eed82880e25a6d9fdb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26ccbfb3980423966fc34c476fdd5b41 = $(`&lt;div id=&quot;html_26ccbfb3980423966fc34c476fdd5b41&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 44.26197484469613&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_55583d081df280eed82880e25a6d9fdb.setContent(html_26ccbfb3980423966fc34c476fdd5b41);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d808b3efd9f23e9c050d16420035592e.bindPopup(popup_55583d081df280eed82880e25a6d9fdb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9dfc61de4637482e269042f0b86853d6 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#128900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#128900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_f4b2da75163d5ca3391a053484bc629a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fcd4d1b0f06900ed2a31163f77f2e394 = $(`&lt;div id=&quot;html_fcd4d1b0f06900ed2a31163f77f2e394&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 3.576473884735578&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f4b2da75163d5ca3391a053484bc629a.setContent(html_fcd4d1b0f06900ed2a31163f77f2e394);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9dfc61de4637482e269042f0b86853d6.bindPopup(popup_f4b2da75163d5ca3391a053484bc629a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bbd2773e051811ffb0506cc4a0166dbd = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#279400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#279400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_859f67f85a246ae3a26e968d4eae8c21 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d775d7b1865ace7a18547d7eefc4b3f9 = $(`&lt;div id=&quot;html_d775d7b1865ace7a18547d7eefc4b3f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 7.698422468366863&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_859f67f85a246ae3a26e968d4eae8c21.setContent(html_d775d7b1865ace7a18547d7eefc4b3f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bbd2773e051811ffb0506cc4a0166dbd.bindPopup(popup_859f67f85a246ae3a26e968d4eae8c21)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_99cf8335f1ba002094311b2850d59084 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_ba8e255554e14099fd26aa641711b40b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5257bbe43e06f0d76f9feb9d3d03875b = $(`&lt;div id=&quot;html_5257bbe43e06f0d76f9feb9d3d03875b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ba8e255554e14099fd26aa641711b40b.setContent(html_5257bbe43e06f0d76f9feb9d3d03875b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_99cf8335f1ba002094311b2850d59084.bindPopup(popup_ba8e255554e14099fd26aa641711b40b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_095bcf032518993efa250eb86e0a4db6 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_b15ba67f773e1577c76df1ea77dc4874 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e4e157754db70a5388c4331fd49afa04 = $(`&lt;div id=&quot;html_e4e157754db70a5388c4331fd49afa04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b15ba67f773e1577c76df1ea77dc4874.setContent(html_e4e157754db70a5388c4331fd49afa04);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_095bcf032518993efa250eb86e0a4db6.bindPopup(popup_b15ba67f773e1577c76df1ea77dc4874)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_080467fb96397587dc746f21466f8225 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_542991021b3ce30f4d973fe6e91fdccc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f3480182f684ad042974f3fa7cd05bb1 = $(`&lt;div id=&quot;html_f3480182f684ad042974f3fa7cd05bb1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 214.99790272430735&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_542991021b3ce30f4d973fe6e91fdccc.setContent(html_f3480182f684ad042974f3fa7cd05bb1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_080467fb96397587dc746f21466f8225.bindPopup(popup_542991021b3ce30f4d973fe6e91fdccc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fae3fdc92f6dbe3eaf7051dae13d969f = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_638fd012832ab36dbc6a50bf6b0b8a47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b6e0c62028b7e235c02b65137409a654 = $(`&lt;div id=&quot;html_b6e0c62028b7e235c02b65137409a654&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_638fd012832ab36dbc6a50bf6b0b8a47.setContent(html_b6e0c62028b7e235c02b65137409a654);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fae3fdc92f6dbe3eaf7051dae13d969f.bindPopup(popup_638fd012832ab36dbc6a50bf6b0b8a47)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4772d54019f1e7233bcb8582ca6f0b41 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#349a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#349a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_c122e5db430b48b2a058f40a0580551b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77aa31edfdb60e4f9e1591b20b561026 = $(`&lt;div id=&quot;html_77aa31edfdb60e4f9e1591b20b561026&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 10.186535153609219&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c122e5db430b48b2a058f40a0580551b.setContent(html_77aa31edfdb60e4f9e1591b20b561026);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4772d54019f1e7233bcb8582ca6f0b41.bindPopup(popup_c122e5db430b48b2a058f40a0580551b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_35602f8b4bb6c25102c090bb580715cf = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_8dec2936d421f769ef2889a8f8cb72ee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_23e133e3d9d99e3561ca431e49e36978 = $(`&lt;div id=&quot;html_23e133e3d9d99e3561ca431e49e36978&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8dec2936d421f769ef2889a8f8cb72ee.setContent(html_23e133e3d9d99e3561ca431e49e36978);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_35602f8b4bb6c25102c090bb580715cf.bindPopup(popup_8dec2936d421f769ef2889a8f8cb72ee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c13072dee867982d9a11e18ba8d7f50d = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#158b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#158b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_0d9bb2faeb990b38fc4948ddff2b900d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7b1bcf2cc9894cb386d907e957c39393 = $(`&lt;div id=&quot;html_7b1bcf2cc9894cb386d907e957c39393&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 4.183956079024239&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0d9bb2faeb990b38fc4948ddff2b900d.setContent(html_7b1bcf2cc9894cb386d907e957c39393);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c13072dee867982d9a11e18ba8d7f50d.bindPopup(popup_0d9bb2faeb990b38fc4948ddff2b900d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5e5b9b0b37931bb4a1116c6a8c9aed98 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_a84ee10bf89a53e957377342f3ac42a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cf33cb68b6d60e3c7b48631ac7db7f4c = $(`&lt;div id=&quot;html_cf33cb68b6d60e3c7b48631ac7db7f4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.2442068572318355&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a84ee10bf89a53e957377342f3ac42a2.setContent(html_cf33cb68b6d60e3c7b48631ac7db7f4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5e5b9b0b37931bb4a1116c6a8c9aed98.bindPopup(popup_a84ee10bf89a53e957377342f3ac42a2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2aabdf7947b0e0974a916fbf81545a36 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#62b100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#62b100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_619f83b69d4e75fd8357c7359f18e6e5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80edc69004387833c030a3cd249071b1 = $(`&lt;div id=&quot;html_80edc69004387833c030a3cd249071b1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 19.30893136670197&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_619f83b69d4e75fd8357c7359f18e6e5.setContent(html_80edc69004387833c030a3cd249071b1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2aabdf7947b0e0974a916fbf81545a36.bindPopup(popup_619f83b69d4e75fd8357c7359f18e6e5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b3a6f72706640204db38fbef4e0db21 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0f8800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0f8800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_01d646397f19eebfc1a65b9f683c33c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7b3169d69bd1c9420beea0e702542927 = $(`&lt;div id=&quot;html_7b3169d69bd1c9420beea0e702542927&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 3.064227320895883&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_01d646397f19eebfc1a65b9f683c33c7.setContent(html_7b3169d69bd1c9420beea0e702542927);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b3a6f72706640204db38fbef4e0db21.bindPopup(popup_01d646397f19eebfc1a65b9f683c33c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43cc6e98f0dc750ea3b064b7f5321ccc = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_f28859f655b886d861e6148287e94f5b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c190b2e3e281be190848814e067927f = $(`&lt;div id=&quot;html_5c190b2e3e281be190848814e067927f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 69.57022072561239&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f28859f655b886d861e6148287e94f5b.setContent(html_5c190b2e3e281be190848814e067927f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43cc6e98f0dc750ea3b064b7f5321ccc.bindPopup(popup_f28859f655b886d861e6148287e94f5b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f8751ebaaecb0299dc51b6adc34c925e = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b1d800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b1d800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_b97bedd1af4b8abfd98109de92d1b11a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a136e5b51112f7076cf82ff04f4649b5 = $(`&lt;div id=&quot;html_a136e5b51112f7076cf82ff04f4649b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 34.70538040061079&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b97bedd1af4b8abfd98109de92d1b11a.setContent(html_a136e5b51112f7076cf82ff04f4649b5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f8751ebaaecb0299dc51b6adc34c925e.bindPopup(popup_b97bedd1af4b8abfd98109de92d1b11a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb48992d5ea3108b516345e662cd7b4c = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#45a300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#45a300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_618dc3bdba050565993bac657c70a784 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9c5139ba64d83142482638b5d5ebf22f = $(`&lt;div id=&quot;html_9c5139ba64d83142482638b5d5ebf22f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 13.606609709579207&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_618dc3bdba050565993bac657c70a784.setContent(html_9c5139ba64d83142482638b5d5ebf22f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb48992d5ea3108b516345e662cd7b4c.bindPopup(popup_618dc3bdba050565993bac657c70a784)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de3c7917e98ded91e5271c58348f4287 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_7412af2c03877a15d705948bdbefc9f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9b208e9b416cd7135bd41151d69d83e2 = $(`&lt;div id=&quot;html_9b208e9b416cd7135bd41151d69d83e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 1900.765195078925&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7412af2c03877a15d705948bdbefc9f8.setContent(html_9b208e9b416cd7135bd41151d69d83e2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de3c7917e98ded91e5271c58348f4287.bindPopup(popup_7412af2c03877a15d705948bdbefc9f8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ea51ffa669353cf8bfc32b9b3d44dd7 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_f5910f20773cf81a901c217f9d405991 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_057995b7e1110700b184972f380f9264 = $(`&lt;div id=&quot;html_057995b7e1110700b184972f380f9264&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 103.32656958434414&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f5910f20773cf81a901c217f9d405991.setContent(html_057995b7e1110700b184972f380f9264);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ea51ffa669353cf8bfc32b9b3d44dd7.bindPopup(popup_f5910f20773cf81a901c217f9d405991)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_65b83ac66927f39f797c041da54d3473 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_8c71bb0c357256f505df56c7dd178596 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_495e4ecb0fae6c4c29638635e80fc004 = $(`&lt;div id=&quot;html_495e4ecb0fae6c4c29638635e80fc004&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 2.148501321862838&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8c71bb0c357256f505df56c7dd178596.setContent(html_495e4ecb0fae6c4c29638635e80fc004);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_65b83ac66927f39f797c041da54d3473.bindPopup(popup_8c71bb0c357256f505df56c7dd178596)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_536a54d82157c17ed4ca9111e935785b = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_4439eb1581a8d3ea76ebcc234bd52999 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_11e6eba9ba9c8e2b042931bb9981c6ab = $(`&lt;div id=&quot;html_11e6eba9ba9c8e2b042931bb9981c6ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.1186614727909458&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4439eb1581a8d3ea76ebcc234bd52999.setContent(html_11e6eba9ba9c8e2b042931bb9981c6ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_536a54d82157c17ed4ca9111e935785b.bindPopup(popup_4439eb1581a8d3ea76ebcc234bd52999)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0685413d1204c8e7255084218592f14f = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_0d8c62490a123b67f5abf51fa242e430 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e9eb4a93e9a418de5a9ee23c1902bd0f = $(`&lt;div id=&quot;html_e9eb4a93e9a418de5a9ee23c1902bd0f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0d8c62490a123b67f5abf51fa242e430.setContent(html_e9eb4a93e9a418de5a9ee23c1902bd0f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0685413d1204c8e7255084218592f14f.bindPopup(popup_0d8c62490a123b67f5abf51fa242e430)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aca86adb1b65c06207f5b27a4cd18e67 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6eb700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6eb700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_619f726496e7e7ccb1123845fe4ac1aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8314d7635731e731444ef1dd9a92dee = $(`&lt;div id=&quot;html_d8314d7635731e731444ef1dd9a92dee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 21.59337905263588&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_619f726496e7e7ccb1123845fe4ac1aa.setContent(html_d8314d7635731e731444ef1dd9a92dee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aca86adb1b65c06207f5b27a4cd18e67.bindPopup(popup_619f726496e7e7ccb1123845fe4ac1aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fc6d71e94b891a9fa87e06d862173c82 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_ed7cf7fe7b57272d664e9be0d1794be5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_70626239ed496af15a9fa2b84ce3ec4d = $(`&lt;div id=&quot;html_70626239ed496af15a9fa2b84ce3ec4d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 89.33342543646884&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_ed7cf7fe7b57272d664e9be0d1794be5.setContent(html_70626239ed496af15a9fa2b84ce3ec4d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fc6d71e94b891a9fa87e06d862173c82.bindPopup(popup_ed7cf7fe7b57272d664e9be0d1794be5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4e25a1317518266ac8263d92a05e34b = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_069c5bd30a850fff1590d84cd2b69110 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e3a0a9c89851b576addf418c92a1a64 = $(`&lt;div id=&quot;html_4e3a0a9c89851b576addf418c92a1a64&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 53.00299392535808&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_069c5bd30a850fff1590d84cd2b69110.setContent(html_4e3a0a9c89851b576addf418c92a1a64);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4e25a1317518266ac8263d92a05e34b.bindPopup(popup_069c5bd30a850fff1590d84cd2b69110)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f74f924afcf629305bb3ebcbd0ff5c99 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d4ea00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d4ea00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_ac3ee719a2e48fc8cfaf6bc1292b700e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d4429d2cbefd35bd15e3182a1a9d347 = $(`&lt;div id=&quot;html_1d4429d2cbefd35bd15e3182a1a9d347&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 41.42733534272322&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ac3ee719a2e48fc8cfaf6bc1292b700e.setContent(html_1d4429d2cbefd35bd15e3182a1a9d347);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f74f924afcf629305bb3ebcbd0ff5c99.bindPopup(popup_ac3ee719a2e48fc8cfaf6bc1292b700e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e15e6a63070dc30bd2ea4e98ce01611c = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_26413dee17f4341b2fe0f87395b8b3f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ad1b8a605766ee732a6e98f5d27546d = $(`&lt;div id=&quot;html_5ad1b8a605766ee732a6e98f5d27546d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_26413dee17f4341b2fe0f87395b8b3f0.setContent(html_5ad1b8a605766ee732a6e98f5d27546d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e15e6a63070dc30bd2ea4e98ce01611c.bindPopup(popup_26413dee17f4341b2fe0f87395b8b3f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6383bbbff0fdd3932a99471b0f098d3d = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2e9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2e9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_4a4f4e7720fd940926003c124860ab82);\n",
              "        \n",
              "    \n",
              "        var popup_5b998496d988800b382a9c096cbf2246 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_537279155bac33203448c11a6fd1cc19 = $(`&lt;div id=&quot;html_537279155bac33203448c11a6fd1cc19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence: 8.99287923084021&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5b998496d988800b382a9c096cbf2246.setContent(html_537279155bac33203448c11a6fd1cc19);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6383bbbff0fdd3932a99471b0f098d3d.bindPopup(popup_5b998496d988800b382a9c096cbf2246)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_d1193411347763ebd59690b45819255f = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e997dc7c024ceee998f8ab60be256ea7 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_578c183b80672de2b9a6ad24506ed2a1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5f5b9ec9e7fcd7e772ba923971f3526a = $(`&lt;div id=&quot;html_5f5b9ec9e7fcd7e772ba923971f3526a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 2.7889067552453198e-05&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_578c183b80672de2b9a6ad24506ed2a1.setContent(html_5f5b9ec9e7fcd7e772ba923971f3526a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e997dc7c024ceee998f8ab60be256ea7.bindPopup(popup_578c183b80672de2b9a6ad24506ed2a1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_79b79f01598a1156fc83ef9e21a966a4 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_f398c6b4a7ac5c3fbdcf0e6638e3db7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2bb64f929be641a619aafd98ffd081d4 = $(`&lt;div id=&quot;html_2bb64f929be641a619aafd98ffd081d4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 72.02776386165407&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f398c6b4a7ac5c3fbdcf0e6638e3db7a.setContent(html_2bb64f929be641a619aafd98ffd081d4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_79b79f01598a1156fc83ef9e21a966a4.bindPopup(popup_f398c6b4a7ac5c3fbdcf0e6638e3db7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_588cf1ba5f4ebcaa2f43e2c3302be844 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_a7b92482ee48f05d2a95730709d6903b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33c1ebd9eaa0dab28c3119b09ebc5c48 = $(`&lt;div id=&quot;html_33c1ebd9eaa0dab28c3119b09ebc5c48&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a7b92482ee48f05d2a95730709d6903b.setContent(html_33c1ebd9eaa0dab28c3119b09ebc5c48);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_588cf1ba5f4ebcaa2f43e2c3302be844.bindPopup(popup_a7b92482ee48f05d2a95730709d6903b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_13e35bcb77e5b0e865aa582a62edfd7d = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_6de514b155df86e69b7350687097f6f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9bc1c52cd9106f51897810508a83b913 = $(`&lt;div id=&quot;html_9bc1c52cd9106f51897810508a83b913&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.5000803188274981&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6de514b155df86e69b7350687097f6f2.setContent(html_9bc1c52cd9106f51897810508a83b913);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_13e35bcb77e5b0e865aa582a62edfd7d.bindPopup(popup_6de514b155df86e69b7350687097f6f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c638e1551a5310c534c4d06cb9e30539 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffff00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffff00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_abbe5db9b0b17e132a6530d68ecef315 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72f69a5e15aa658633c23ba36778407c = $(`&lt;div id=&quot;html_72f69a5e15aa658633c23ba36778407c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 49.91913739941037&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_abbe5db9b0b17e132a6530d68ecef315.setContent(html_72f69a5e15aa658633c23ba36778407c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c638e1551a5310c534c4d06cb9e30539.bindPopup(popup_abbe5db9b0b17e132a6530d68ecef315)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c730fe06b38e6845aa5501072a52e83 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_8386a0dde225608b01077a8061d9da57 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_91a26483bc71cf65e685ea0f2169e206 = $(`&lt;div id=&quot;html_91a26483bc71cf65e685ea0f2169e206&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 193.22048012377002&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8386a0dde225608b01077a8061d9da57.setContent(html_91a26483bc71cf65e685ea0f2169e206);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c730fe06b38e6845aa5501072a52e83.bindPopup(popup_8386a0dde225608b01077a8061d9da57)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e6246618292b92f777da0e17a357c2e7 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_8d8c92b301794ec9a298cd93c3cf1d1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fab32c42b0decfa68aae2e1080df3e56 = $(`&lt;div id=&quot;html_fab32c42b0decfa68aae2e1080df3e56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8d8c92b301794ec9a298cd93c3cf1d1b.setContent(html_fab32c42b0decfa68aae2e1080df3e56);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e6246618292b92f777da0e17a357c2e7.bindPopup(popup_8d8c92b301794ec9a298cd93c3cf1d1b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a3508fdc1a18a77c45cb30e891b24f0f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_609dd98bd04c810ecf99886393d769cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7fc4e491552444ce31b9496346539398 = $(`&lt;div id=&quot;html_7fc4e491552444ce31b9496346539398&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_609dd98bd04c810ecf99886393d769cc.setContent(html_7fc4e491552444ce31b9496346539398);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a3508fdc1a18a77c45cb30e891b24f0f.bindPopup(popup_609dd98bd04c810ecf99886393d769cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f7da316963c47bea3e289102d8769bcc = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#56ab00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#56ab00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_d97591b696fddaf14634a43a1cf58807 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fdcb04454a9e61bc100766f412e78c4b = $(`&lt;div id=&quot;html_fdcb04454a9e61bc100766f412e78c4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 16.85183695262615&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d97591b696fddaf14634a43a1cf58807.setContent(html_fdcb04454a9e61bc100766f412e78c4b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f7da316963c47bea3e289102d8769bcc.bindPopup(popup_d97591b696fddaf14634a43a1cf58807)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0500898639363ce654271c85dd0cef69 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#058300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#058300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_e77a26df9fd1b8cc5a5c259ea9f93a29 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0725ec8407620384b6d0c88f77e3f464 = $(`&lt;div id=&quot;html_0725ec8407620384b6d0c88f77e3f464&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 1.098782744541715&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e77a26df9fd1b8cc5a5c259ea9f93a29.setContent(html_0725ec8407620384b6d0c88f77e3f464);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0500898639363ce654271c85dd0cef69.bindPopup(popup_e77a26df9fd1b8cc5a5c259ea9f93a29)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a856b0e8b65ad26a3c93c294bf8292a = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fbfd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fbfd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_f245aecccd575712c26ba1d2e2962c85 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1a9e651ca778dea12a77e133c19daa6 = $(`&lt;div id=&quot;html_c1a9e651ca778dea12a77e133c19daa6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 49.16566470904247&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f245aecccd575712c26ba1d2e2962c85.setContent(html_c1a9e651ca778dea12a77e133c19daa6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a856b0e8b65ad26a3c93c294bf8292a.bindPopup(popup_f245aecccd575712c26ba1d2e2962c85)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4c81c718e1c273a76a83565a0a91f8cb = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_4108bfc826cebae03584d4e84244d086 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e5bd6e7b2d232511ea5b629c218f6a1 = $(`&lt;div id=&quot;html_6e5bd6e7b2d232511ea5b629c218f6a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.24365408393337698&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_4108bfc826cebae03584d4e84244d086.setContent(html_6e5bd6e7b2d232511ea5b629c218f6a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4c81c718e1c273a76a83565a0a91f8cb.bindPopup(popup_4108bfc826cebae03584d4e84244d086)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd9669131d16217d320898da663ecf07 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#299500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#299500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_d782a0cf62abd4cb2d489a2c1db2a5ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_84adf4b49adc92d7662f222a5915876b = $(`&lt;div id=&quot;html_84adf4b49adc92d7662f222a5915876b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 8.144444671717984&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d782a0cf62abd4cb2d489a2c1db2a5ec.setContent(html_84adf4b49adc92d7662f222a5915876b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd9669131d16217d320898da663ecf07.bindPopup(popup_d782a0cf62abd4cb2d489a2c1db2a5ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a6000e88dac265b2ad60cacdcc752ada = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d6eb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d6eb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_5a3de0c4e87a7ea1adb42cb3e86c71dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6bea50406c5ac6e2a39dd2a636b97f6f = $(`&lt;div id=&quot;html_6bea50406c5ac6e2a39dd2a636b97f6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 41.902200372172224&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5a3de0c4e87a7ea1adb42cb3e86c71dc.setContent(html_6bea50406c5ac6e2a39dd2a636b97f6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a6000e88dac265b2ad60cacdcc752ada.bindPopup(popup_5a3de0c4e87a7ea1adb42cb3e86c71dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_54c3864bcdc2bb57dbd49b98b5c1fad8 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_f8222d08d2f9659fdecd2b986b1dfe1f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f36f33b8b64ae086477bb1c211ceb5ee = $(`&lt;div id=&quot;html_f36f33b8b64ae086477bb1c211ceb5ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 2.038414414246001&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f8222d08d2f9659fdecd2b986b1dfe1f.setContent(html_f36f33b8b64ae086477bb1c211ceb5ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_54c3864bcdc2bb57dbd49b98b5c1fad8.bindPopup(popup_f8222d08d2f9659fdecd2b986b1dfe1f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8612250e8aa6225f79e66bf067621ce0 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a4d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a4d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_295ed1812f472c43f9d1ba95abc73bf2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d2081a51d92c238206b584faca8a1796 = $(`&lt;div id=&quot;html_d2081a51d92c238206b584faca8a1796&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 32.153111879634004&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_295ed1812f472c43f9d1ba95abc73bf2.setContent(html_d2081a51d92c238206b584faca8a1796);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8612250e8aa6225f79e66bf067621ce0.bindPopup(popup_295ed1812f472c43f9d1ba95abc73bf2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1cd5512c01a7c5aa7457be2303146b7b = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6eb700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6eb700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_23e4879d15ed7a676b661e2185df9589 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77aa9986c4befcf066c690baba18623f = $(`&lt;div id=&quot;html_77aa9986c4befcf066c690baba18623f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 21.642017255450934&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_23e4879d15ed7a676b661e2185df9589.setContent(html_77aa9986c4befcf066c690baba18623f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1cd5512c01a7c5aa7457be2303146b7b.bindPopup(popup_23e4879d15ed7a676b661e2185df9589)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b4c366d7835aced16432fd102419b3a5 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_e8aa6c60baf4e3245a953c296782b7de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f5d96de1f91e027d570ad152d763bb38 = $(`&lt;div id=&quot;html_f5d96de1f91e027d570ad152d763bb38&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 444.21324070682095&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_e8aa6c60baf4e3245a953c296782b7de.setContent(html_f5d96de1f91e027d570ad152d763bb38);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b4c366d7835aced16432fd102419b3a5.bindPopup(popup_e8aa6c60baf4e3245a953c296782b7de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_87091dc9dec89d75297ef91a35d54936 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_932eb0488f2388a0ea31d0bdce5c5c9a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_54b040012cb74c7b3a3a8d53ebdf5013 = $(`&lt;div id=&quot;html_54b040012cb74c7b3a3a8d53ebdf5013&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 229.39877948912874&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_932eb0488f2388a0ea31d0bdce5c5c9a.setContent(html_54b040012cb74c7b3a3a8d53ebdf5013);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_87091dc9dec89d75297ef91a35d54936.bindPopup(popup_932eb0488f2388a0ea31d0bdce5c5c9a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26445fb1d7528dc3e40877e18764063f = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_0b56da6bf0be67faae6a58613f19a2f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a346f77ff50cc288f856c545bf3e6aa8 = $(`&lt;div id=&quot;html_a346f77ff50cc288f856c545bf3e6aa8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0b56da6bf0be67faae6a58613f19a2f9.setContent(html_a346f77ff50cc288f856c545bf3e6aa8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26445fb1d7528dc3e40877e18764063f.bindPopup(popup_0b56da6bf0be67faae6a58613f19a2f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_58454b104b1549d6c3ccbe8562dec9f0 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2f9800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2f9800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_1a4af0df0632783a399584297657a6bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_44bb76ec5f771d38949df36ecbc59c37 = $(`&lt;div id=&quot;html_44bb76ec5f771d38949df36ecbc59c37&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 9.316161531611009&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1a4af0df0632783a399584297657a6bd.setContent(html_44bb76ec5f771d38949df36ecbc59c37);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_58454b104b1549d6c3ccbe8562dec9f0.bindPopup(popup_1a4af0df0632783a399584297657a6bd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f7e493182fdce9ecd067c9bfe731238 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_780aabc67ae47bcc36f863bfac96a2c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_91aba09f657037de5f852a55945a3039 = $(`&lt;div id=&quot;html_91aba09f657037de5f852a55945a3039&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_780aabc67ae47bcc36f863bfac96a2c8.setContent(html_91aba09f657037de5f852a55945a3039);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f7e493182fdce9ecd067c9bfe731238.bindPopup(popup_780aabc67ae47bcc36f863bfac96a2c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c9ad876729d890b568f2fca8567e2eaf = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffae00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffae00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_f8c86d3f75ba81097cac392c403660dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e2bff0e0bdb21a5c361691508f38e44e = $(`&lt;div id=&quot;html_e2bff0e0bdb21a5c361691508f38e44e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 65.98748715150997&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f8c86d3f75ba81097cac392c403660dc.setContent(html_e2bff0e0bdb21a5c361691508f38e44e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c9ad876729d890b568f2fca8567e2eaf.bindPopup(popup_f8c86d3f75ba81097cac392c403660dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_10917366ac49e21036f54a0c16e82e5f = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_3a081fe91e71e7d241f6306845e6859c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eac18389f159d449524da528e15f0998 = $(`&lt;div id=&quot;html_eac18389f159d449524da528e15f0998&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.26485384688303704&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_3a081fe91e71e7d241f6306845e6859c.setContent(html_eac18389f159d449524da528e15f0998);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_10917366ac49e21036f54a0c16e82e5f.bindPopup(popup_3a081fe91e71e7d241f6306845e6859c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c6b322a64e5ef11b3fdc8b0d82664b31 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c5e200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c5e200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_0c020665733e4208fd0ae0d321cf5aad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1f7da96d56796e1fddd3997e78b4fe5c = $(`&lt;div id=&quot;html_1f7da96d56796e1fddd3997e78b4fe5c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 38.61074273843293&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0c020665733e4208fd0ae0d321cf5aad.setContent(html_1f7da96d56796e1fddd3997e78b4fe5c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c6b322a64e5ef11b3fdc8b0d82664b31.bindPopup(popup_0c020665733e4208fd0ae0d321cf5aad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d82aa588ada0c88434c08e42a7db0f3e = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#118900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#118900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_367cc1bcf2d2a5146d82a92a2f763fbd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4426710de642e187dddaaefb4f61c6b = $(`&lt;div id=&quot;html_f4426710de642e187dddaaefb4f61c6b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 3.4245245718011597&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_367cc1bcf2d2a5146d82a92a2f763fbd.setContent(html_f4426710de642e187dddaaefb4f61c6b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d82aa588ada0c88434c08e42a7db0f3e.bindPopup(popup_367cc1bcf2d2a5146d82a92a2f763fbd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_85a308e14d55f75cd953ab25b6b14ba0 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_9fd157881622994d11d6137830363700 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e33d3531d499c4e7b85e0f77e51b32f = $(`&lt;div id=&quot;html_8e33d3531d499c4e7b85e0f77e51b32f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 64.9257917645218&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9fd157881622994d11d6137830363700.setContent(html_8e33d3531d499c4e7b85e0f77e51b32f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_85a308e14d55f75cd953ab25b6b14ba0.bindPopup(popup_9fd157881622994d11d6137830363700)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_058fb99bdf56b5a5af14557c34736d7c = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4da600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4da600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_d7f8980203694c8c32ea1164c743005b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf3a6cbf6f8eda26c694ebacd515efcc = $(`&lt;div id=&quot;html_bf3a6cbf6f8eda26c694ebacd515efcc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 15.043538415926387&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d7f8980203694c8c32ea1164c743005b.setContent(html_bf3a6cbf6f8eda26c694ebacd515efcc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_058fb99bdf56b5a5af14557c34736d7c.bindPopup(popup_d7f8980203694c8c32ea1164c743005b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ab1ce04d86a0ef4df61dc5128814b367 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#86c300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#86c300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_3c9b11920c2799ac39aa567d753bd6e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8aa8f01e7d802acd517d5483177805a8 = $(`&lt;div id=&quot;html_8aa8f01e7d802acd517d5483177805a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 26.362953717685567&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3c9b11920c2799ac39aa567d753bd6e2.setContent(html_8aa8f01e7d802acd517d5483177805a8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ab1ce04d86a0ef4df61dc5128814b367.bindPopup(popup_3c9b11920c2799ac39aa567d753bd6e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c89db8129b0c1464ac4b6421fe3a114 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_b1a8553d8417062e2e6e49a9dd3c4e16 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c0780bdd3f9445f1bf74a0815624020 = $(`&lt;div id=&quot;html_0c0780bdd3f9445f1bf74a0815624020&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 3679.7482455163195&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b1a8553d8417062e2e6e49a9dd3c4e16.setContent(html_0c0780bdd3f9445f1bf74a0815624020);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c89db8129b0c1464ac4b6421fe3a114.bindPopup(popup_b1a8553d8417062e2e6e49a9dd3c4e16)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d813d75648d575e29ff0d8dede71fd29 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_c6d9159c306d2f4da95f79aade0578e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a9d576782b246980e471388ec9d8b03 = $(`&lt;div id=&quot;html_4a9d576782b246980e471388ec9d8b03&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 145.10980630130544&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c6d9159c306d2f4da95f79aade0578e8.setContent(html_4a9d576782b246980e471388ec9d8b03);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d813d75648d575e29ff0d8dede71fd29.bindPopup(popup_c6d9159c306d2f4da95f79aade0578e8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_381a70472031121d2baa3982552f8d6e = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0a8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0a8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_ba4dc7aa6f748b2d7bced1efc9e1449a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_53e9885be43e804cbddd4e99e96a6f6e = $(`&lt;div id=&quot;html_53e9885be43e804cbddd4e99e96a6f6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 2.0648311927952667&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ba4dc7aa6f748b2d7bced1efc9e1449a.setContent(html_53e9885be43e804cbddd4e99e96a6f6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_381a70472031121d2baa3982552f8d6e.bindPopup(popup_ba4dc7aa6f748b2d7bced1efc9e1449a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cab2c040e1f8201efa84f09e5b93df84 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_4e9977b069114515d56337657af2e05e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_436012f95977e1c96a5430995ed860cb = $(`&lt;div id=&quot;html_436012f95977e1c96a5430995ed860cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.15564376355812148&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_4e9977b069114515d56337657af2e05e.setContent(html_436012f95977e1c96a5430995ed860cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cab2c040e1f8201efa84f09e5b93df84.bindPopup(popup_4e9977b069114515d56337657af2e05e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e12dc7774bf0e07c4fcc11a4258e972 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_d78426147924cec52144e0b81973c795 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a6493d6c9f25b4556f4ca4bba3854d9 = $(`&lt;div id=&quot;html_2a6493d6c9f25b4556f4ca4bba3854d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 92.67491962205872&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_d78426147924cec52144e0b81973c795.setContent(html_2a6493d6c9f25b4556f4ca4bba3854d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e12dc7774bf0e07c4fcc11a4258e972.bindPopup(popup_d78426147924cec52144e0b81973c795)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a532dc8dca885176ec5f0a2c2d0115b4 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6db600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6db600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_39ce69336a46418a82688cf7c68eb2d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ad02753fc272f2afbce95e829e5bf7b = $(`&lt;div id=&quot;html_5ad02753fc272f2afbce95e829e5bf7b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 21.35620719815893&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_39ce69336a46418a82688cf7c68eb2d1.setContent(html_5ad02753fc272f2afbce95e829e5bf7b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a532dc8dca885176ec5f0a2c2d0115b4.bindPopup(popup_39ce69336a46418a82688cf7c68eb2d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_05e007afd6de2429c945be7573ae33e5 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_94c1317e9d7c06233eabd9d5eb866d86 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c0865c87f1d07c3cb365b1e8a785108c = $(`&lt;div id=&quot;html_c0865c87f1d07c3cb365b1e8a785108c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 153.1838423093632&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_94c1317e9d7c06233eabd9d5eb866d86.setContent(html_c0865c87f1d07c3cb365b1e8a785108c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_05e007afd6de2429c945be7573ae33e5.bindPopup(popup_94c1317e9d7c06233eabd9d5eb866d86)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_53589c1b119e0ac789963ec3809cc536 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_1f55c475baf7abe4f2f14962fbdcdc82 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dfdfc544502e823791920e2370749751 = $(`&lt;div id=&quot;html_dfdfc544502e823791920e2370749751&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 92.39983284171922&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1f55c475baf7abe4f2f14962fbdcdc82.setContent(html_dfdfc544502e823791920e2370749751);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_53589c1b119e0ac789963ec3809cc536.bindPopup(popup_1f55c475baf7abe4f2f14962fbdcdc82)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9655e9185a774bc167c0d4617dbc1e4d = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafd00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafd00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_dcc820802e51cde43536dfe16ab80203 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0b78c207e15eab014af40fb192f2c4e = $(`&lt;div id=&quot;html_b0b78c207e15eab014af40fb192f2c4e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 48.889162632250205&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_dcc820802e51cde43536dfe16ab80203.setContent(html_b0b78c207e15eab014af40fb192f2c4e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9655e9185a774bc167c0d4617dbc1e4d.bindPopup(popup_dcc820802e51cde43536dfe16ab80203)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f6d4861ae0dd3da31246c6a6c5ee1f22 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_47f77dbefa2ac9c9a7266b142c4d7e7f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_efba56042fed17948ebe7ac088774dcb = $(`&lt;div id=&quot;html_efba56042fed17948ebe7ac088774dcb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_47f77dbefa2ac9c9a7266b142c4d7e7f.setContent(html_efba56042fed17948ebe7ac088774dcb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f6d4861ae0dd3da31246c6a6c5ee1f22.bindPopup(popup_47f77dbefa2ac9c9a7266b142c4d7e7f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_96d4ca1b16dbddd5616c4df3f1fbb0e6 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#63b200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#63b200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_d1193411347763ebd59690b45819255f);\n",
              "        \n",
              "    \n",
              "        var popup_f9aa1cf155f3d66eaf122b7f6a416294 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d07f0415fbef31ab247141e3f15d2433 = $(`&lt;div id=&quot;html_d07f0415fbef31ab247141e3f15d2433&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence: 19.422386894594926&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f9aa1cf155f3d66eaf122b7f6a416294.setContent(html_d07f0415fbef31ab247141e3f15d2433);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_96d4ca1b16dbddd5616c4df3f1fbb0e6.bindPopup(popup_f9aa1cf155f3d66eaf122b7f6a416294)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_3f652298cfe31c0cdc98c534cd702c94 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_2ff37a0244263b33303950c8f64c17d5 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_f73b8f528fefaf9e821eb6de30a44557 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f5a74eff8690a6c090a0f63c2f39430f = $(`&lt;div id=&quot;html_f5a74eff8690a6c090a0f63c2f39430f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 2.736461691000333e-05&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f73b8f528fefaf9e821eb6de30a44557.setContent(html_f5a74eff8690a6c090a0f63c2f39430f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2ff37a0244263b33303950c8f64c17d5.bindPopup(popup_f73b8f528fefaf9e821eb6de30a44557)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_427aa8e43180985a48c411e9467aa5e7 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_201ce79245a4742ca52d9a5a429e8316 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_942013c76c9e8024d4d70d5d095ae0a1 = $(`&lt;div id=&quot;html_942013c76c9e8024d4d70d5d095ae0a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 67.28531808111188&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_201ce79245a4742ca52d9a5a429e8316.setContent(html_942013c76c9e8024d4d70d5d095ae0a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_427aa8e43180985a48c411e9467aa5e7.bindPopup(popup_201ce79245a4742ca52d9a5a429e8316)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_59c4e5a235660dabd6ffb84b2c5dbbb8 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#249200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#249200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_0c00f480b0f34ac83b96b0edaafdbd98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e911d8c2e3bb060d5d312e0ca8d2628f = $(`&lt;div id=&quot;html_e911d8c2e3bb060d5d312e0ca8d2628f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 7.067891651364639&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0c00f480b0f34ac83b96b0edaafdbd98.setContent(html_e911d8c2e3bb060d5d312e0ca8d2628f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_59c4e5a235660dabd6ffb84b2c5dbbb8.bindPopup(popup_0c00f480b0f34ac83b96b0edaafdbd98)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_16dfb130e8c477bbf8dccb54cd15c476 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_59f11869dfade89305cb7a9fb184a007 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c21947a2907986ad6e83f67e0bd13a6d = $(`&lt;div id=&quot;html_c21947a2907986ad6e83f67e0bd13a6d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.20243322866473262&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_59f11869dfade89305cb7a9fb184a007.setContent(html_c21947a2907986ad6e83f67e0bd13a6d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_16dfb130e8c477bbf8dccb54cd15c476.bindPopup(popup_59f11869dfade89305cb7a9fb184a007)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_074691a0e91018a44f7efb6b797651a4 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#84c200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#84c200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_b852b82e0fd93a1b95182b04de11499f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b562ce5673c049121677e31660622cdf = $(`&lt;div id=&quot;html_b562ce5673c049121677e31660622cdf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 25.78582179436284&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b852b82e0fd93a1b95182b04de11499f.setContent(html_b562ce5673c049121677e31660622cdf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_074691a0e91018a44f7efb6b797651a4.bindPopup(popup_b852b82e0fd93a1b95182b04de11499f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_85386bd4a5c6d4c9719750b99f828645 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_f1024dce23ab14c9da890b63d9ae2373 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8d75e1b69c8b989e4f20b9ca438669c = $(`&lt;div id=&quot;html_c8d75e1b69c8b989e4f20b9ca438669c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 166.59068101859475&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f1024dce23ab14c9da890b63d9ae2373.setContent(html_c8d75e1b69c8b989e4f20b9ca438669c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_85386bd4a5c6d4c9719750b99f828645.bindPopup(popup_f1024dce23ab14c9da890b63d9ae2373)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9641cbb925251c7491e5a375bde00001 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_760b29c46cf11e99682603a4bdd94457 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bc0271270255922836eadab25b00c400 = $(`&lt;div id=&quot;html_bc0271270255922836eadab25b00c400&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 1.617986477787798&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_760b29c46cf11e99682603a4bdd94457.setContent(html_bc0271270255922836eadab25b00c400);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9641cbb925251c7491e5a375bde00001.bindPopup(popup_760b29c46cf11e99682603a4bdd94457)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_401a740acca1c86f28c83a185f9d578f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_e1d3988968c958d17dd3bf1f39a42d51 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_564b896ad9a6841e9f69d4e0264f56f6 = $(`&lt;div id=&quot;html_564b896ad9a6841e9f69d4e0264f56f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e1d3988968c958d17dd3bf1f39a42d51.setContent(html_564b896ad9a6841e9f69d4e0264f56f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_401a740acca1c86f28c83a185f9d578f.bindPopup(popup_e1d3988968c958d17dd3bf1f39a42d51)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4e92925075d3f1306f4251ea354cb6e4 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4ba500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4ba500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_b4ae701a0dd2ef9de83bc91a2dc82890 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b91352aab79b9c46f0f44f68ef2e1aa5 = $(`&lt;div id=&quot;html_b91352aab79b9c46f0f44f68ef2e1aa5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 14.704495065243352&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b4ae701a0dd2ef9de83bc91a2dc82890.setContent(html_b91352aab79b9c46f0f44f68ef2e1aa5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4e92925075d3f1306f4251ea354cb6e4.bindPopup(popup_b4ae701a0dd2ef9de83bc91a2dc82890)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e69af58489855dc95c04ac072c6e00a4 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_eef44a4833b08ea855c758695cb07680 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cc3c16ffd4fa1e8d4b735955a4264a06 = $(`&lt;div id=&quot;html_cc3c16ffd4fa1e8d4b735955a4264a06&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 2.3366506157592086&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_eef44a4833b08ea855c758695cb07680.setContent(html_cc3c16ffd4fa1e8d4b735955a4264a06);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e69af58489855dc95c04ac072c6e00a4.bindPopup(popup_eef44a4833b08ea855c758695cb07680)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_45b4282e511893d59f1fd6954bc65b37 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#64b200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#64b200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_e9e13aadbcdc6558fe3702425ff1444b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26ed16d765ba992d9fe2d6849439f029 = $(`&lt;div id=&quot;html_26ed16d765ba992d9fe2d6849439f029&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 19.628023358623366&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e9e13aadbcdc6558fe3702425ff1444b.setContent(html_26ed16d765ba992d9fe2d6849439f029);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_45b4282e511893d59f1fd6954bc65b37.bindPopup(popup_e9e13aadbcdc6558fe3702425ff1444b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8844eb12cc6a29fcb236222f43060ee = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_81e62c71555d43d0e68bea670a973d13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8a7138889122ab862035ffcba743165 = $(`&lt;div id=&quot;html_d8a7138889122ab862035ffcba743165&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.4966658253201866&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_81e62c71555d43d0e68bea670a973d13.setContent(html_d8a7138889122ab862035ffcba743165);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8844eb12cc6a29fcb236222f43060ee.bindPopup(popup_81e62c71555d43d0e68bea670a973d13)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c6bf65417f0ff70df2f0c169496868cd = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_44bc0fbc2979e060050fa6f9d8b0115d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6c5e1e4e446b72de7eab4728e283d71 = $(`&lt;div id=&quot;html_a6c5e1e4e446b72de7eab4728e283d71&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_44bc0fbc2979e060050fa6f9d8b0115d.setContent(html_a6c5e1e4e446b72de7eab4728e283d71);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c6bf65417f0ff70df2f0c169496868cd.bindPopup(popup_44bc0fbc2979e060050fa6f9d8b0115d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8052d49d352f34c232a259bc34303ce0 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cbe500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cbe500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_bfa43bab047b422a2dc07e04583f5c41 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59e20446e4afb74b411ca5f83273559f = $(`&lt;div id=&quot;html_59e20446e4afb74b411ca5f83273559f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 39.73373823897413&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bfa43bab047b422a2dc07e04583f5c41.setContent(html_59e20446e4afb74b411ca5f83273559f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8052d49d352f34c232a259bc34303ce0.bindPopup(popup_bfa43bab047b422a2dc07e04583f5c41)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_710fed238a4f7de6e194fd7358e7b8b9 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2e9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2e9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_1b304e95809afefadf4e8e0fcbd993da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d91e2590cb53ddcb7190019ec80e8974 = $(`&lt;div id=&quot;html_d91e2590cb53ddcb7190019ec80e8974&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 9.078325850859141&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1b304e95809afefadf4e8e0fcbd993da.setContent(html_d91e2590cb53ddcb7190019ec80e8974);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_710fed238a4f7de6e194fd7358e7b8b9.bindPopup(popup_1b304e95809afefadf4e8e0fcbd993da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a363e8597ae3f1a3c947ecd9fa7b9973 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e5f200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e5f200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_97a5bbe8fc3d972fe72748e6009b14b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d516a6d8d09a4d1d9fa1c2f2f4cdff5c = $(`&lt;div id=&quot;html_d516a6d8d09a4d1d9fa1c2f2f4cdff5c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 44.73663112322617&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_97a5bbe8fc3d972fe72748e6009b14b5.setContent(html_d516a6d8d09a4d1d9fa1c2f2f4cdff5c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a363e8597ae3f1a3c947ecd9fa7b9973.bindPopup(popup_97a5bbe8fc3d972fe72748e6009b14b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8201076573683ea8cf0852554cc63333 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#78bc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#78bc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_fda128efb7abcd636867e1953523d082 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f52b9ed1d22fe26f1bfda50909eb02be = $(`&lt;div id=&quot;html_f52b9ed1d22fe26f1bfda50909eb02be&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 23.520619515205578&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fda128efb7abcd636867e1953523d082.setContent(html_f52b9ed1d22fe26f1bfda50909eb02be);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8201076573683ea8cf0852554cc63333.bindPopup(popup_fda128efb7abcd636867e1953523d082)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74782dc6a4e89038677a247c81ea76e8 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_863fab7dee003e3136c84bb60759bb49 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_845c6628d0da3275d4aa5ca502618c72 = $(`&lt;div id=&quot;html_845c6628d0da3275d4aa5ca502618c72&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 492.1314810934216&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_863fab7dee003e3136c84bb60759bb49.setContent(html_845c6628d0da3275d4aa5ca502618c72);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74782dc6a4e89038677a247c81ea76e8.bindPopup(popup_863fab7dee003e3136c84bb60759bb49)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f832aaf97efd67590a88c16f9dd281a5 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_c5ada446802c8198513510dae49cddec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49198b12516a7192874f15551e45cf36 = $(`&lt;div id=&quot;html_49198b12516a7192874f15551e45cf36&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 459.48100402999177&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c5ada446802c8198513510dae49cddec.setContent(html_49198b12516a7192874f15551e45cf36);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f832aaf97efd67590a88c16f9dd281a5.bindPopup(popup_c5ada446802c8198513510dae49cddec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af371756b06d391b1930c9059be7e686 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_e4ea22170eccfb43a594bc1a1ae927a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_004c49b0353071c0ac8c699c3e7e19cd = $(`&lt;div id=&quot;html_004c49b0353071c0ac8c699c3e7e19cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e4ea22170eccfb43a594bc1a1ae927a6.setContent(html_004c49b0353071c0ac8c699c3e7e19cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af371756b06d391b1930c9059be7e686.bindPopup(popup_e4ea22170eccfb43a594bc1a1ae927a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d649d82c03098336f293513794d5b74 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#339a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#339a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_ce6161af6977963b156c667be36d7736 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c0d1a750ea49cd66e05e39dff04c8a2b = $(`&lt;div id=&quot;html_c0d1a750ea49cd66e05e39dff04c8a2b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 10.045481153301315&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ce6161af6977963b156c667be36d7736.setContent(html_c0d1a750ea49cd66e05e39dff04c8a2b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d649d82c03098336f293513794d5b74.bindPopup(popup_ce6161af6977963b156c667be36d7736)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_89e95134ed6fee3efc68a8a81ee8265c = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_a125876abae33722c5009fe2e478e5c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2d234ebaa79a63edf7121e4031f4e3d7 = $(`&lt;div id=&quot;html_2d234ebaa79a63edf7121e4031f4e3d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a125876abae33722c5009fe2e478e5c0.setContent(html_2d234ebaa79a63edf7121e4031f4e3d7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_89e95134ed6fee3efc68a8a81ee8265c.bindPopup(popup_a125876abae33722c5009fe2e478e5c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9ec8f9e5cfe622246a36c19a30f3a3f9 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_375a20a80f80313a09eba984dee21ae4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba98a87f73d5e1d8466ddcc83f3e56fa = $(`&lt;div id=&quot;html_ba98a87f73d5e1d8466ddcc83f3e56fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 73.94119826412167&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_375a20a80f80313a09eba984dee21ae4.setContent(html_ba98a87f73d5e1d8466ddcc83f3e56fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9ec8f9e5cfe622246a36c19a30f3a3f9.bindPopup(popup_375a20a80f80313a09eba984dee21ae4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fd843a4d6ae92462e733f4ce5e75f391 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_6cd60bdfc50b7427318137347d40219f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_92de13a8a5f488d1a84768a4d6bf2e94 = $(`&lt;div id=&quot;html_92de13a8a5f488d1a84768a4d6bf2e94&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.8722811559132222&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6cd60bdfc50b7427318137347d40219f.setContent(html_92de13a8a5f488d1a84768a4d6bf2e94);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fd843a4d6ae92462e733f4ce5e75f391.bindPopup(popup_6cd60bdfc50b7427318137347d40219f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d78e01e2fe2c61db6262750882a94b7d = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f8fc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f8fc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_02ef228fe568295c6779f228adc648a8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f3a35b02946d8c98370cbd7740f0034 = $(`&lt;div id=&quot;html_9f3a35b02946d8c98370cbd7740f0034&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 48.52048635685518&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_02ef228fe568295c6779f228adc648a8.setContent(html_9f3a35b02946d8c98370cbd7740f0034);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d78e01e2fe2c61db6262750882a94b7d.bindPopup(popup_02ef228fe568295c6779f228adc648a8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a12d31005fe24b564d252de1c8cd9cb8 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_57cfa3ebadf0d48e381d2508acac5b5e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9227bcc597fc8f25a5649f84d2e8845f = $(`&lt;div id=&quot;html_9227bcc597fc8f25a5649f84d2e8845f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_57cfa3ebadf0d48e381d2508acac5b5e.setContent(html_9227bcc597fc8f25a5649f84d2e8845f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a12d31005fe24b564d252de1c8cd9cb8.bindPopup(popup_57cfa3ebadf0d48e381d2508acac5b5e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eaed8fc4b0644759d4181557b3270095 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#84c200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#84c200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_5fce78d2a76a310a0021458f019299a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a241a6574dece2fd1b98939b9b5e0e6 = $(`&lt;div id=&quot;html_6a241a6574dece2fd1b98939b9b5e0e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 25.838589110717553&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5fce78d2a76a310a0021458f019299a9.setContent(html_6a241a6574dece2fd1b98939b9b5e0e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eaed8fc4b0644759d4181557b3270095.bindPopup(popup_5fce78d2a76a310a0021458f019299a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a6c94fa40e9b95ba9f060290fe4b11b5 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e8f400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e8f400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_46d2060bbfa09c9f34944eb29bc6a5cf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7fce005aa662bb67dd77e1e682205e9c = $(`&lt;div id=&quot;html_7fce005aa662bb67dd77e1e682205e9c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 45.37636258089484&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_46d2060bbfa09c9f34944eb29bc6a5cf.setContent(html_7fce005aa662bb67dd77e1e682205e9c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a6c94fa40e9b95ba9f060290fe4b11b5.bindPopup(popup_46d2060bbfa09c9f34944eb29bc6a5cf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e15486b4bba83d331e976ab557e0a36f = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6db600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6db600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_75dbe75b25790536ad47cc493f0761da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e21fb7810f31c9ba07fa5ee4594bc300 = $(`&lt;div id=&quot;html_e21fb7810f31c9ba07fa5ee4594bc300&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 21.289341000382112&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_75dbe75b25790536ad47cc493f0761da.setContent(html_e21fb7810f31c9ba07fa5ee4594bc300);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e15486b4bba83d331e976ab557e0a36f.bindPopup(popup_75dbe75b25790536ad47cc493f0761da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b476bdd5bea12c895bfa5b03bc4bfe6 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_0d38e53d8ff2b78396955f987b344126 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a35e7ac67307cc6cf5d075bbccf7ac72 = $(`&lt;div id=&quot;html_a35e7ac67307cc6cf5d075bbccf7ac72&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 3134.9023913267233&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_0d38e53d8ff2b78396955f987b344126.setContent(html_a35e7ac67307cc6cf5d075bbccf7ac72);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b476bdd5bea12c895bfa5b03bc4bfe6.bindPopup(popup_0d38e53d8ff2b78396955f987b344126)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ee26ec0f56a59ec734ab23520ddc854 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff1100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff1100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_5c1ca3cede413614c6b17438f1e78d35 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8a82e239021d069d03c8de45e95211b2 = $(`&lt;div id=&quot;html_8a82e239021d069d03c8de45e95211b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 96.61551769898456&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_5c1ca3cede413614c6b17438f1e78d35.setContent(html_8a82e239021d069d03c8de45e95211b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ee26ec0f56a59ec734ab23520ddc854.bindPopup(popup_5c1ca3cede413614c6b17438f1e78d35)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c65a282999766d6fa61e53c6e987c80d = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_091f36855945bf868a0ea452d153f431 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2c0448e0e1bd944d86cbb361c7898d8 = $(`&lt;div id=&quot;html_f2c0448e0e1bd944d86cbb361c7898d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.27429358351920385&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_091f36855945bf868a0ea452d153f431.setContent(html_f2c0448e0e1bd944d86cbb361c7898d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c65a282999766d6fa61e53c6e987c80d.bindPopup(popup_091f36855945bf868a0ea452d153f431)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a2362f2c9524d9312489c283fa336d38 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_0527853293e3cd5f829716bdfab82a33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9b2d30d58842cefea975ed68ee254c25 = $(`&lt;div id=&quot;html_9b2d30d58842cefea975ed68ee254c25&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.18812689698832025&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0527853293e3cd5f829716bdfab82a33.setContent(html_9b2d30d58842cefea975ed68ee254c25);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a2362f2c9524d9312489c283fa336d38.bindPopup(popup_0527853293e3cd5f829716bdfab82a33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_08aab330e05320f8c6d205dd22b99f82 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_9e0cca57c24b498b5c17cd9c0979aae4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe7c451306bb65f7dd67230afc8f62a7 = $(`&lt;div id=&quot;html_fe7c451306bb65f7dd67230afc8f62a7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 10.936586270690858&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9e0cca57c24b498b5c17cd9c0979aae4.setContent(html_fe7c451306bb65f7dd67230afc8f62a7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_08aab330e05320f8c6d205dd22b99f82.bindPopup(popup_9e0cca57c24b498b5c17cd9c0979aae4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1524b421ace85dad575c4ef9bfc1840d = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4ba600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4ba600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_e6391cc24efeb6fa4973322a681fbdfd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c1732160672f2926f6f13300dc1460f = $(`&lt;div id=&quot;html_1c1732160672f2926f6f13300dc1460f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 14.724332839893894&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e6391cc24efeb6fa4973322a681fbdfd.setContent(html_1c1732160672f2926f6f13300dc1460f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1524b421ace85dad575c4ef9bfc1840d.bindPopup(popup_e6391cc24efeb6fa4973322a681fbdfd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_177b0ec35769250129ba02e06b475475 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_fa455bbdb1720eba38a159080eaf9b47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ceff85ee4c566f4ab2b5c58c984cf04 = $(`&lt;div id=&quot;html_6ceff85ee4c566f4ab2b5c58c984cf04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 76.97069882785829&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_fa455bbdb1720eba38a159080eaf9b47.setContent(html_6ceff85ee4c566f4ab2b5c58c984cf04);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_177b0ec35769250129ba02e06b475475.bindPopup(popup_fa455bbdb1720eba38a159080eaf9b47)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3b22c94cb2101cf3f0239a65c5a5164 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f1f800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f1f800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_8eea015ff59d099d7a3b5044998e6f91 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_197bc7d851afa1d44fb6e7eb4923f47c = $(`&lt;div id=&quot;html_197bc7d851afa1d44fb6e7eb4923f47c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 47.08349709150976&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8eea015ff59d099d7a3b5044998e6f91.setContent(html_197bc7d851afa1d44fb6e7eb4923f47c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3b22c94cb2101cf3f0239a65c5a5164.bindPopup(popup_8eea015ff59d099d7a3b5044998e6f91)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_477a6031d52df329ee3e128c944acada = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#239200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#239200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_3b62ae6021de4dc51b727c10a59a32eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_925429a08fcd5829f5c4d2bbac4d282e = $(`&lt;div id=&quot;html_925429a08fcd5829f5c4d2bbac4d282e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 6.964044467192768&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3b62ae6021de4dc51b727c10a59a32eb.setContent(html_925429a08fcd5829f5c4d2bbac4d282e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_477a6031d52df329ee3e128c944acada.bindPopup(popup_3b62ae6021de4dc51b727c10a59a32eb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_da69e2bc421cf0f94a5504d79c34773a = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_86d2db005712d596e4b6cff7c7043f4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a2b116c86757173655c7cdcd7e628f12 = $(`&lt;div id=&quot;html_a2b116c86757173655c7cdcd7e628f12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_86d2db005712d596e4b6cff7c7043f4f.setContent(html_a2b116c86757173655c7cdcd7e628f12);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_da69e2bc421cf0f94a5504d79c34773a.bindPopup(popup_86d2db005712d596e4b6cff7c7043f4f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2a7bf5c54d00dd2a2932fb35adeb4a1b = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7dbf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7dbf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_3f652298cfe31c0cdc98c534cd702c94);\n",
              "        \n",
              "    \n",
              "        var popup_7c361e609a98fdd8e753ef9859e1221d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a1ddc748eba1b4ee98eafad45e17e401 = $(`&lt;div id=&quot;html_a1ddc748eba1b4ee98eafad45e17e401&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence: 24.561667492592576&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7c361e609a98fdd8e753ef9859e1221d.setContent(html_a1ddc748eba1b4ee98eafad45e17e401);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2a7bf5c54d00dd2a2932fb35adeb4a1b.bindPopup(popup_7c361e609a98fdd8e753ef9859e1221d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_1e49bfe3e92cb16d14a36992db558bf3 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_45d94413e96bdb1600fd719aa8fb1ed0 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_087324513db8aa135fa0968eddcb6319 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e15aae9f8966f58b3496449e18abc7c = $(`&lt;div id=&quot;html_2e15aae9f8966f58b3496449e18abc7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.001476091491156481&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_087324513db8aa135fa0968eddcb6319.setContent(html_2e15aae9f8966f58b3496449e18abc7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_45d94413e96bdb1600fd719aa8fb1ed0.bindPopup(popup_087324513db8aa135fa0968eddcb6319)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eee1ea6d55b0fdaed3976e4c75d03cb3 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_aa9a1d0144c23ac228f6a70bfa35928e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_78044677201c70cd467902b2256009e3 = $(`&lt;div id=&quot;html_78044677201c70cd467902b2256009e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 59.42578401107943&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_aa9a1d0144c23ac228f6a70bfa35928e.setContent(html_78044677201c70cd467902b2256009e3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eee1ea6d55b0fdaed3976e4c75d03cb3.bindPopup(popup_aa9a1d0144c23ac228f6a70bfa35928e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f62006acdee572d48a5d8ffa3fc90a69 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_3161d9a7dcfd525d5251ec52532bf9c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e2ae6d8bde3c7420baab4e42fa5599b = $(`&lt;div id=&quot;html_6e2ae6d8bde3c7420baab4e42fa5599b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 70.48467167921001&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3161d9a7dcfd525d5251ec52532bf9c7.setContent(html_6e2ae6d8bde3c7420baab4e42fa5599b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f62006acdee572d48a5d8ffa3fc90a69.bindPopup(popup_3161d9a7dcfd525d5251ec52532bf9c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dd534feb1358f6cc2c1a77f9413752d9 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_94ca80df5eb1e6756a07f92693574142 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_75c0e2407f1588d12a1ea8ca7d57b199 = $(`&lt;div id=&quot;html_75c0e2407f1588d12a1ea8ca7d57b199&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.08871829642483653&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_94ca80df5eb1e6756a07f92693574142.setContent(html_75c0e2407f1588d12a1ea8ca7d57b199);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dd534feb1358f6cc2c1a77f9413752d9.bindPopup(popup_94ca80df5eb1e6756a07f92693574142)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_886dfecb1f2f400cd0ec56a01587f2e1 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_131de181078624baeffc53d582e39370 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25578b1f1f8bf5eb580b19d957c3b0b3 = $(`&lt;div id=&quot;html_25578b1f1f8bf5eb580b19d957c3b0b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 225.4356910579177&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_131de181078624baeffc53d582e39370.setContent(html_25578b1f1f8bf5eb580b19d957c3b0b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_886dfecb1f2f400cd0ec56a01587f2e1.bindPopup(popup_131de181078624baeffc53d582e39370)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_55041dd43e2c50d24841d0c51a7f724f = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_f089a8433152de2aa3737504be0a9a3f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eb526e4503e7a15de03e1c1506a3dbad = $(`&lt;div id=&quot;html_eb526e4503e7a15de03e1c1506a3dbad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 221.19285846052043&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f089a8433152de2aa3737504be0a9a3f.setContent(html_eb526e4503e7a15de03e1c1506a3dbad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_55041dd43e2c50d24841d0c51a7f724f.bindPopup(popup_f089a8433152de2aa3737504be0a9a3f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1e9b6dd5f88493a68a0b73ebd277d9d6 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_1f3f0dacaa585bcc4d2d3162c116e441 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_df88b103307c1e865e97f4f9788cfe7d = $(`&lt;div id=&quot;html_df88b103307c1e865e97f4f9788cfe7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 3.169162813457379&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1f3f0dacaa585bcc4d2d3162c116e441.setContent(html_df88b103307c1e865e97f4f9788cfe7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1e9b6dd5f88493a68a0b73ebd277d9d6.bindPopup(popup_1f3f0dacaa585bcc4d2d3162c116e441)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0c8353c1acb043b478f4f954a6f46e7e = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5daf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5daf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_085d7a257d147d822e2517601e50d5b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_adf067261660bd74c8eb6ff76fc6d16e = $(`&lt;div id=&quot;html_adf067261660bd74c8eb6ff76fc6d16e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 18.34493745006082&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_085d7a257d147d822e2517601e50d5b2.setContent(html_adf067261660bd74c8eb6ff76fc6d16e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0c8353c1acb043b478f4f954a6f46e7e.bindPopup(popup_085d7a257d147d822e2517601e50d5b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_11a11e848eb5839643d34f4dd23e5a9b = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_a6dd36e7f459b1fadb52a558ba60735c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8892f1776ef5bb4c0a865531acdd6d55 = $(`&lt;div id=&quot;html_8892f1776ef5bb4c0a865531acdd6d55&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.6044732905126858&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a6dd36e7f459b1fadb52a558ba60735c.setContent(html_8892f1776ef5bb4c0a865531acdd6d55);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_11a11e848eb5839643d34f4dd23e5a9b.bindPopup(popup_a6dd36e7f459b1fadb52a558ba60735c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6a50d6019a512744628dfd1bc83482a7 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_0adb165a58c3b2b5ee84583285177c3e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8be5a9c6295619fc9a9d5e2f80f3f716 = $(`&lt;div id=&quot;html_8be5a9c6295619fc9a9d5e2f80f3f716&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 2.256111042998144&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0adb165a58c3b2b5ee84583285177c3e.setContent(html_8be5a9c6295619fc9a9d5e2f80f3f716);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6a50d6019a512744628dfd1bc83482a7.bindPopup(popup_0adb165a58c3b2b5ee84583285177c3e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4e69fcad95d9546b6b527b9324036a95 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#41a000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#41a000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_279db4b430377b41d6cadaf9d24d145c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0d9641b3b3878a0383ba5644bd38842c = $(`&lt;div id=&quot;html_0d9641b3b3878a0383ba5644bd38842c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 12.708229309437717&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_279db4b430377b41d6cadaf9d24d145c.setContent(html_0d9641b3b3878a0383ba5644bd38842c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4e69fcad95d9546b6b527b9324036a95.bindPopup(popup_279db4b430377b41d6cadaf9d24d145c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5b8bf6738c441b60b300f2fa2083706 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_b81dcc88a58ffe4ea9056995b3463662 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d9522d5bd8a7c5dc6484b5e3d719fe2 = $(`&lt;div id=&quot;html_1d9522d5bd8a7c5dc6484b5e3d719fe2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.5056485077070909&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b81dcc88a58ffe4ea9056995b3463662.setContent(html_1d9522d5bd8a7c5dc6484b5e3d719fe2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5b8bf6738c441b60b300f2fa2083706.bindPopup(popup_b81dcc88a58ffe4ea9056995b3463662)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9bcd9baa0d5fe4d567652eaac155f0c6 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_62506108b3b5ba899579940a497b1b07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5ce25cb74f301aefb1b0d41ed212da2d = $(`&lt;div id=&quot;html_5ce25cb74f301aefb1b0d41ed212da2d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 10.75458497690157&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_62506108b3b5ba899579940a497b1b07.setContent(html_5ce25cb74f301aefb1b0d41ed212da2d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9bcd9baa0d5fe4d567652eaac155f0c6.bindPopup(popup_62506108b3b5ba899579940a497b1b07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8890d2335db37ffe55d291254778fab8 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_b343cff2479953dd7fbeb4545ea70ff8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6fc25ed0426568bb621a837e5cee57ec = $(`&lt;div id=&quot;html_6fc25ed0426568bb621a837e5cee57ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 139.81158178474496&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b343cff2479953dd7fbeb4545ea70ff8.setContent(html_6fc25ed0426568bb621a837e5cee57ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8890d2335db37ffe55d291254778fab8.bindPopup(popup_b343cff2479953dd7fbeb4545ea70ff8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_972efc90ca67e0fbd3d0c8c8607b0924 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a1d000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a1d000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_46c97d5691e8ec59542dbfc4847628d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06786debc57dd05ff6af83911adedfcd = $(`&lt;div id=&quot;html_06786debc57dd05ff6af83911adedfcd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 31.53839223512915&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_46c97d5691e8ec59542dbfc4847628d2.setContent(html_06786debc57dd05ff6af83911adedfcd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_972efc90ca67e0fbd3d0c8c8607b0924.bindPopup(popup_46c97d5691e8ec59542dbfc4847628d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a369d079e2fc504de2f9842c8f2183a4 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9cce00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9cce00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_f4586b70fee27931573e510e1b5d1b48 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_656b7838b9a2cac30d11ed61014ffc10 = $(`&lt;div id=&quot;html_656b7838b9a2cac30d11ed61014ffc10&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 30.48374283074477&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f4586b70fee27931573e510e1b5d1b48.setContent(html_656b7838b9a2cac30d11ed61014ffc10);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a369d079e2fc504de2f9842c8f2183a4.bindPopup(popup_f4586b70fee27931573e510e1b5d1b48)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8160025a99a87405dd221d380bd5bbe = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aad500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aad500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_8f9301dedeb95f4aec34d44986b8db8c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96e67612a932b47572ad09b41a44d1b6 = $(`&lt;div id=&quot;html_96e67612a932b47572ad09b41a44d1b6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 33.240576514472934&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8f9301dedeb95f4aec34d44986b8db8c.setContent(html_96e67612a932b47572ad09b41a44d1b6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8160025a99a87405dd221d380bd5bbe.bindPopup(popup_8f9301dedeb95f4aec34d44986b8db8c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8367e008d5d71df6c8de0cea7fb20f6d = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_be4a2a3ff0081aaf62afb9cda54b9a53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_abf4c6011ae99ac8b5fcfc97c5d0c2ff = $(`&lt;div id=&quot;html_abf4c6011ae99ac8b5fcfc97c5d0c2ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 707.3822295808963&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_be4a2a3ff0081aaf62afb9cda54b9a53.setContent(html_abf4c6011ae99ac8b5fcfc97c5d0c2ff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8367e008d5d71df6c8de0cea7fb20f6d.bindPopup(popup_be4a2a3ff0081aaf62afb9cda54b9a53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_54a34dfcaba53799fc901036e5e0c69b = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_9a49aac33a519795c055e5b2ca38d150 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2435cde3d87091f02235fdb4f83e3b55 = $(`&lt;div id=&quot;html_2435cde3d87091f02235fdb4f83e3b55&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 326.1112162779853&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_9a49aac33a519795c055e5b2ca38d150.setContent(html_2435cde3d87091f02235fdb4f83e3b55);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_54a34dfcaba53799fc901036e5e0c69b.bindPopup(popup_9a49aac33a519795c055e5b2ca38d150)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b6bb30ff20d2eddccbf372a92f016637 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_0d24512081fd6147b87f52597ac2de79 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d5c864b4c9e727b3bf5bee021c0eb6e4 = $(`&lt;div id=&quot;html_d5c864b4c9e727b3bf5bee021c0eb6e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0d24512081fd6147b87f52597ac2de79.setContent(html_d5c864b4c9e727b3bf5bee021c0eb6e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b6bb30ff20d2eddccbf372a92f016637.bindPopup(popup_0d24512081fd6147b87f52597ac2de79)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_15c4d88ab660d60a66789cec2150b41e = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#59ad00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#59ad00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_a0de75b46d9b77eaf7305dd55372121c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fbb5ceb62c4b5bcd8521aab1a78ccbde = $(`&lt;div id=&quot;html_fbb5ceb62c4b5bcd8521aab1a78ccbde&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 17.543141585213775&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a0de75b46d9b77eaf7305dd55372121c.setContent(html_fbb5ceb62c4b5bcd8521aab1a78ccbde);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_15c4d88ab660d60a66789cec2150b41e.bindPopup(popup_a0de75b46d9b77eaf7305dd55372121c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_151a726e610d664733a75cc9d6b6ce85 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_3e876e12fd8be584dcb8405e5ef9e704 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb7e1a4f628bc88814c26ba50cc68fbb = $(`&lt;div id=&quot;html_bb7e1a4f628bc88814c26ba50cc68fbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_3e876e12fd8be584dcb8405e5ef9e704.setContent(html_bb7e1a4f628bc88814c26ba50cc68fbb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_151a726e610d664733a75cc9d6b6ce85.bindPopup(popup_3e876e12fd8be584dcb8405e5ef9e704)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_713cecc4b65ccc5865b947cd3c986f16 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_465f184f7fbc6981a2582bd95e436a90 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43f4b13bbbd93e0c7df0589af0ab02aa = $(`&lt;div id=&quot;html_43f4b13bbbd93e0c7df0589af0ab02aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 75.68218884234972&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_465f184f7fbc6981a2582bd95e436a90.setContent(html_43f4b13bbbd93e0c7df0589af0ab02aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_713cecc4b65ccc5865b947cd3c986f16.bindPopup(popup_465f184f7fbc6981a2582bd95e436a90)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e40f082dbdf39dfa12a4b1979d9a4fe0 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_2c75f123e0d883cff39e9fdd033aee75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9acd946bb163528a454714deacc303d0 = $(`&lt;div id=&quot;html_9acd946bb163528a454714deacc303d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.08950527573622703&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_2c75f123e0d883cff39e9fdd033aee75.setContent(html_9acd946bb163528a454714deacc303d0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e40f082dbdf39dfa12a4b1979d9a4fe0.bindPopup(popup_2c75f123e0d883cff39e9fdd033aee75)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9da3ffa79bc6fc240bedb561453abc69 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_30b8c3f8b3bf74606ad87bbabf3826b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_98d83768e9617aa9dea0e1f42853f76b = $(`&lt;div id=&quot;html_98d83768e9617aa9dea0e1f42853f76b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 129.73193712273536&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_30b8c3f8b3bf74606ad87bbabf3826b4.setContent(html_98d83768e9617aa9dea0e1f42853f76b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9da3ffa79bc6fc240bedb561453abc69.bindPopup(popup_30b8c3f8b3bf74606ad87bbabf3826b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d5da06092a9c3fd7b331700807a4e58 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_ca09d905e5699b32d4e03a20181a7339 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1dd8f4e716825ebf912811c0d70e0ab6 = $(`&lt;div id=&quot;html_1dd8f4e716825ebf912811c0d70e0ab6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ca09d905e5699b32d4e03a20181a7339.setContent(html_1dd8f4e716825ebf912811c0d70e0ab6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d5da06092a9c3fd7b331700807a4e58.bindPopup(popup_ca09d905e5699b32d4e03a20181a7339)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_002684200798c4d69200afdddb51d05b = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_84de857e6a433be513807132a721a1d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5753593b34a57111037fba6fe6f78a7c = $(`&lt;div id=&quot;html_5753593b34a57111037fba6fe6f78a7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 52.01426450513425&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_84de857e6a433be513807132a721a1d3.setContent(html_5753593b34a57111037fba6fe6f78a7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_002684200798c4d69200afdddb51d05b.bindPopup(popup_84de857e6a433be513807132a721a1d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_beef0b40139fb6ca03769fb97973806c = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_bce9630fb47babdb8b453a96d2bfe830 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e8cede9811ec5809d2072ac01d49d19 = $(`&lt;div id=&quot;html_5e8cede9811ec5809d2072ac01d49d19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 56.34359006760599&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bce9630fb47babdb8b453a96d2bfe830.setContent(html_5e8cede9811ec5809d2072ac01d49d19);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_beef0b40139fb6ca03769fb97973806c.bindPopup(popup_bce9630fb47babdb8b453a96d2bfe830)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_35a909510b30f01e6c4b09695fe81000 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6cb600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6cb600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_b04ff9846c1f07c4fbd8aabedc3e6bf3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_15b556b40314a894848e743580944c1b = $(`&lt;div id=&quot;html_15b556b40314a894848e743580944c1b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 21.17930297336733&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b04ff9846c1f07c4fbd8aabedc3e6bf3.setContent(html_15b556b40314a894848e743580944c1b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_35a909510b30f01e6c4b09695fe81000.bindPopup(popup_b04ff9846c1f07c4fbd8aabedc3e6bf3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4d69e7469f0827b3dc072a168a049998 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_5dd75321cab3ff260b523e88c4dc9451 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_acbe98d72fd91e82439080481b630715 = $(`&lt;div id=&quot;html_acbe98d72fd91e82439080481b630715&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 3173.6294350135327&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_5dd75321cab3ff260b523e88c4dc9451.setContent(html_acbe98d72fd91e82439080481b630715);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4d69e7469f0827b3dc072a168a049998.bindPopup(popup_5dd75321cab3ff260b523e88c4dc9451)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e845fe5d30fd6ad3598260938852be8d = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_33bb6217c72d4a3815ff9266e562bcf7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad96d302d653a151785060f868e6644e = $(`&lt;div id=&quot;html_ad96d302d653a151785060f868e6644e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 226.45684587970956&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_33bb6217c72d4a3815ff9266e562bcf7.setContent(html_ad96d302d653a151785060f868e6644e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e845fe5d30fd6ad3598260938852be8d.bindPopup(popup_33bb6217c72d4a3815ff9266e562bcf7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f8bcc2e29bd34840c91ac9269396c252 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0e8700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0e8700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_c41875cf6e0fc0fc9ee6a7a04b26de19 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_21fd87f544e47b879cd0155a29a1a379 = $(`&lt;div id=&quot;html_21fd87f544e47b879cd0155a29a1a379&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 2.870664321819219&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c41875cf6e0fc0fc9ee6a7a04b26de19.setContent(html_21fd87f544e47b879cd0155a29a1a379);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f8bcc2e29bd34840c91ac9269396c252.bindPopup(popup_c41875cf6e0fc0fc9ee6a7a04b26de19)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_037b37fba09f4a395e890e0804c72743 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_b60e210d97a9bf8712fdf4c9059257f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_63b7ac67fad1b86cfdc5d0994710f0ee = $(`&lt;div id=&quot;html_63b7ac67fad1b86cfdc5d0994710f0ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.12458360878240493&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b60e210d97a9bf8712fdf4c9059257f7.setContent(html_63b7ac67fad1b86cfdc5d0994710f0ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_037b37fba09f4a395e890e0804c72743.bindPopup(popup_b60e210d97a9bf8712fdf4c9059257f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f473439869310a77ad691814e3b005b2 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6bb600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6bb600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_b399af70eacbca6be664c87469cc12b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9b5f269eb5b094664a45129db4c628d = $(`&lt;div id=&quot;html_d9b5f269eb5b094664a45129db4c628d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 21.05955331555905&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b399af70eacbca6be664c87469cc12b8.setContent(html_d9b5f269eb5b094664a45129db4c628d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f473439869310a77ad691814e3b005b2.bindPopup(popup_b399af70eacbca6be664c87469cc12b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_54d4601189640ff171ee2945b8c5973f = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4ca600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4ca600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_4cc194d761d73072c1ec3744751d72d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c6c89c75eadf44525cd5b9f2cc07e81 = $(`&lt;div id=&quot;html_1c6c89c75eadf44525cd5b9f2cc07e81&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 14.98674963719922&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4cc194d761d73072c1ec3744751d72d1.setContent(html_1c6c89c75eadf44525cd5b9f2cc07e81);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_54d4601189640ff171ee2945b8c5973f.bindPopup(popup_4cc194d761d73072c1ec3744751d72d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de0e68fa97231985c9f85d07b59903a7 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_9cdc9ee17670fa364dcccfdc7ebe7a51 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2b7fec9f8ddfd08a015a06534ca39c0c = $(`&lt;div id=&quot;html_2b7fec9f8ddfd08a015a06534ca39c0c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 131.25117751982023&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_9cdc9ee17670fa364dcccfdc7ebe7a51.setContent(html_2b7fec9f8ddfd08a015a06534ca39c0c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de0e68fa97231985c9f85d07b59903a7.bindPopup(popup_9cdc9ee17670fa364dcccfdc7ebe7a51)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7d766603702e7d0bac069803ace2e170 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5f00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5f00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_911354f47b3fae466fc5ae04aa0d08b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fda8696045e1f667580c87a8cf9e8bd3 = $(`&lt;div id=&quot;html_fda8696045e1f667580c87a8cf9e8bd3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 81.35831750173588&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_911354f47b3fae466fc5ae04aa0d08b0.setContent(html_fda8696045e1f667580c87a8cf9e8bd3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7d766603702e7d0bac069803ace2e170.bindPopup(popup_911354f47b3fae466fc5ae04aa0d08b0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_80add69d0108a435e574ff6c0fa38ebd = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_fd6cebc53e115d5d2861bbfbc13eca80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ab624fc02ccd911231b640c09dd3b50 = $(`&lt;div id=&quot;html_9ab624fc02ccd911231b640c09dd3b50&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 77.67732866069632&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fd6cebc53e115d5d2861bbfbc13eca80.setContent(html_9ab624fc02ccd911231b640c09dd3b50);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_80add69d0108a435e574ff6c0fa38ebd.bindPopup(popup_fd6cebc53e115d5d2861bbfbc13eca80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_80262f457a7830dcc1ea83516feb753e = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_c71a0048599fe07c8b884e49b1915cb1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_18c53fee4d6bc0f4cb29862f5dd0a9dc = $(`&lt;div id=&quot;html_18c53fee4d6bc0f4cb29862f5dd0a9dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_c71a0048599fe07c8b884e49b1915cb1.setContent(html_18c53fee4d6bc0f4cb29862f5dd0a9dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_80262f457a7830dcc1ea83516feb753e.bindPopup(popup_c71a0048599fe07c8b884e49b1915cb1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66bb56a0f1d17d925c987747322a7e56 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6ab500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6ab500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1e49bfe3e92cb16d14a36992db558bf3);\n",
              "        \n",
              "    \n",
              "        var popup_4cc45c8a44a34bb08bc3bfa193ecc7f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_46b508c72b933f8ae65ad2b69cd0f6c1 = $(`&lt;div id=&quot;html_46b508c72b933f8ae65ad2b69cd0f6c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence: 20.878710075157567&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4cc45c8a44a34bb08bc3bfa193ecc7f8.setContent(html_46b508c72b933f8ae65ad2b69cd0f6c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66bb56a0f1d17d925c987747322a7e56.bindPopup(popup_4cc45c8a44a34bb08bc3bfa193ecc7f8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_baaf2b5254adbce38230bfed5a4ac841 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_baa43cf20957efe197c83c224853a85f = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_e9d2b6ce03e06b7ea36445ca2ae5ff08 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b2262c443de662a411096836b5d191a4 = $(`&lt;div id=&quot;html_b2262c443de662a411096836b5d191a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.00021052284770256154&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e9d2b6ce03e06b7ea36445ca2ae5ff08.setContent(html_b2262c443de662a411096836b5d191a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_baa43cf20957efe197c83c224853a85f.bindPopup(popup_e9d2b6ce03e06b7ea36445ca2ae5ff08)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d5039aae63f9eae1c3ebe2e2ba7d383 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_16bd7f92b91ef7bffaf901388dcc2484 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f3c57a4764a69298892ba1403d4c566 = $(`&lt;div id=&quot;html_9f3c57a4764a69298892ba1403d4c566&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 76.4855565467888&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_16bd7f92b91ef7bffaf901388dcc2484.setContent(html_9f3c57a4764a69298892ba1403d4c566);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d5039aae63f9eae1c3ebe2e2ba7d383.bindPopup(popup_16bd7f92b91ef7bffaf901388dcc2484)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1557f0b0ffb4581575e6e787f22bead3 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_97aa0bdc44c2d04423ceebc0303d1dd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7fef46a76b04afb07984b6245c62bf65 = $(`&lt;div id=&quot;html_7fef46a76b04afb07984b6245c62bf65&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 105.79402118398677&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_97aa0bdc44c2d04423ceebc0303d1dd2.setContent(html_7fef46a76b04afb07984b6245c62bf65);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1557f0b0ffb4581575e6e787f22bead3.bindPopup(popup_97aa0bdc44c2d04423ceebc0303d1dd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b26deecfa3d57647ea97a8078ebaabb4 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_e8ddd2bf92fe26656a068b682e9b5052 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_797181eab8c259922409eeca6a18196b = $(`&lt;div id=&quot;html_797181eab8c259922409eeca6a18196b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.20565756752197964&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e8ddd2bf92fe26656a068b682e9b5052.setContent(html_797181eab8c259922409eeca6a18196b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b26deecfa3d57647ea97a8078ebaabb4.bindPopup(popup_e8ddd2bf92fe26656a068b682e9b5052)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f611e69183387f5a599410a198f4686f = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_017ba56efdb3fe237e3e9d613187833f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cfc3f1dbe1261694d685512f22728661 = $(`&lt;div id=&quot;html_cfc3f1dbe1261694d685512f22728661&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 213.70853974346704&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_017ba56efdb3fe237e3e9d613187833f.setContent(html_cfc3f1dbe1261694d685512f22728661);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f611e69183387f5a599410a198f4686f.bindPopup(popup_017ba56efdb3fe237e3e9d613187833f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_40691d7c40726208c3b4a3f3b76dcc82 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_f2b8e05ca62d84211fcc52b1fb172399 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b4757be9b70533d92b604c7544f1ef7 = $(`&lt;div id=&quot;html_6b4757be9b70533d92b604c7544f1ef7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 411.6760728057928&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f2b8e05ca62d84211fcc52b1fb172399.setContent(html_6b4757be9b70533d92b604c7544f1ef7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_40691d7c40726208c3b4a3f3b76dcc82.bindPopup(popup_f2b8e05ca62d84211fcc52b1fb172399)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a34d7ddb439335a36b6ba1f136716ff5 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#108800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#108800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_40cd16cc5315f21183db93a7755ad579 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c0df1eae2d0a67f52983fe6a7740b052 = $(`&lt;div id=&quot;html_c0df1eae2d0a67f52983fe6a7740b052&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 3.2003180348405316&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_40cd16cc5315f21183db93a7755ad579.setContent(html_c0df1eae2d0a67f52983fe6a7740b052);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a34d7ddb439335a36b6ba1f136716ff5.bindPopup(popup_40cd16cc5315f21183db93a7755ad579)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_60a27c3bb2d8627cf32959e63039f3fe = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aed700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aed700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_a5fefb6c347ad2be0f25cf264288033c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_78707995e05a8a40e8096977420ece19 = $(`&lt;div id=&quot;html_78707995e05a8a40e8096977420ece19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 34.08713259209716&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a5fefb6c347ad2be0f25cf264288033c.setContent(html_78707995e05a8a40e8096977420ece19);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_60a27c3bb2d8627cf32959e63039f3fe.bindPopup(popup_a5fefb6c347ad2be0f25cf264288033c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8a8d78393fe6a914b5b4753fff0708a1 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_5ec99bad603f5355a2531029b8435151 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c225c4d8a98e20248158ce18c1d51cd = $(`&lt;div id=&quot;html_5c225c4d8a98e20248158ce18c1d51cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 57.09150029591203&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5ec99bad603f5355a2531029b8435151.setContent(html_5c225c4d8a98e20248158ce18c1d51cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8a8d78393fe6a914b5b4753fff0708a1.bindPopup(popup_5ec99bad603f5355a2531029b8435151)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_27bf1209157fd9c2ae3e1807785e5f8c = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#088400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#088400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_796b8b4d4ba950c114ec0ff7760bcede = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_85133d3cd127be460698b5d714cb635f = $(`&lt;div id=&quot;html_85133d3cd127be460698b5d714cb635f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 1.7329506572143334&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_796b8b4d4ba950c114ec0ff7760bcede.setContent(html_85133d3cd127be460698b5d714cb635f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_27bf1209157fd9c2ae3e1807785e5f8c.bindPopup(popup_796b8b4d4ba950c114ec0ff7760bcede)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_598ccb06486369304c7276b1b784c412 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#43a200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#43a200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_e6b576c3df0a67b43a278bbd6aaf10f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8541b80965aa439f51703b27bba5c5af = $(`&lt;div id=&quot;html_8541b80965aa439f51703b27bba5c5af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 13.187924507673596&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e6b576c3df0a67b43a278bbd6aaf10f9.setContent(html_8541b80965aa439f51703b27bba5c5af);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_598ccb06486369304c7276b1b784c412.bindPopup(popup_e6b576c3df0a67b43a278bbd6aaf10f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7e8d580f14cc40eee81ad5d0ef3027c0 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_fde416fe44f9dad295f6990d57b6deb0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a81aadaa4f9bb301878ee6510dbb937 = $(`&lt;div id=&quot;html_9a81aadaa4f9bb301878ee6510dbb937&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.8602196689853253&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_fde416fe44f9dad295f6990d57b6deb0.setContent(html_9a81aadaa4f9bb301878ee6510dbb937);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7e8d580f14cc40eee81ad5d0ef3027c0.bindPopup(popup_fde416fe44f9dad295f6990d57b6deb0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3322260baa057d447f5ea4a84caa8468 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4ea700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4ea700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_05a96997e1ee1846c02aa8c78fd11a92 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3ebf7091a50715afff0105818af0ba5 = $(`&lt;div id=&quot;html_d3ebf7091a50715afff0105818af0ba5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 15.235834227899314&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_05a96997e1ee1846c02aa8c78fd11a92.setContent(html_d3ebf7091a50715afff0105818af0ba5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3322260baa057d447f5ea4a84caa8468.bindPopup(popup_05a96997e1ee1846c02aa8c78fd11a92)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9596eeab787caa0693b7435f244e3cf8 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_9325358a20e02a98ba5bdfda4bf8b29c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ab6888481aebc9fc3819d657ee317ce = $(`&lt;div id=&quot;html_0ab6888481aebc9fc3819d657ee317ce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 59.560960657819706&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9325358a20e02a98ba5bdfda4bf8b29c.setContent(html_0ab6888481aebc9fc3819d657ee317ce);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9596eeab787caa0693b7435f244e3cf8.bindPopup(popup_9325358a20e02a98ba5bdfda4bf8b29c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_95e952290a9d11aa8f1f9b69d5db9575 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#61b100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#61b100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_251e8d3460f7f790ad5dc10fd053d009 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e996a448fde327a4285594454841c98 = $(`&lt;div id=&quot;html_8e996a448fde327a4285594454841c98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 19.108890382373186&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_251e8d3460f7f790ad5dc10fd053d009.setContent(html_8e996a448fde327a4285594454841c98);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_95e952290a9d11aa8f1f9b69d5db9575.bindPopup(popup_251e8d3460f7f790ad5dc10fd053d009)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ae4bdcaa696b787dced05c36060848b = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a4d200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a4d200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_ff668f1888f02ec5870d70f202292ad4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74c9e3627aec8a1ddab4e8aa31096d65 = $(`&lt;div id=&quot;html_74c9e3627aec8a1ddab4e8aa31096d65&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 32.150730995615966&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ff668f1888f02ec5870d70f202292ad4.setContent(html_74c9e3627aec8a1ddab4e8aa31096d65);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ae4bdcaa696b787dced05c36060848b.bindPopup(popup_ff668f1888f02ec5870d70f202292ad4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_353135a4e93d75588c4e707dc124b78c = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_25cfb26c54fd37a080d233a03aa02e09 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c26342111fc21f1c3de90f101998feb = $(`&lt;div id=&quot;html_5c26342111fc21f1c3de90f101998feb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 53.025305560983064&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_25cfb26c54fd37a080d233a03aa02e09.setContent(html_5c26342111fc21f1c3de90f101998feb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_353135a4e93d75588c4e707dc124b78c.bindPopup(popup_25cfb26c54fd37a080d233a03aa02e09)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_954c95bacbe27caaad41087434b6dcd3 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_16507f8f7a2c998ef766a1eae23d6cc6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dcdf86d51bd35d23c18f73753da47ea0 = $(`&lt;div id=&quot;html_dcdf86d51bd35d23c18f73753da47ea0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 1145.2260649903396&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_16507f8f7a2c998ef766a1eae23d6cc6.setContent(html_dcdf86d51bd35d23c18f73753da47ea0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_954c95bacbe27caaad41087434b6dcd3.bindPopup(popup_16507f8f7a2c998ef766a1eae23d6cc6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4e63c3a5debdb71f59578cd89e8ebbfe = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_c6769a9a344137c3a583bb43623792e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7f31405505bd1477692d717dab38b409 = $(`&lt;div id=&quot;html_7f31405505bd1477692d717dab38b409&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 281.03276185803895&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c6769a9a344137c3a583bb43623792e8.setContent(html_7f31405505bd1477692d717dab38b409);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4e63c3a5debdb71f59578cd89e8ebbfe.bindPopup(popup_c6769a9a344137c3a583bb43623792e8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b62ccf29acd857a73f1b5bab8e2c505c = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_af03793757a2eac90266cbb168ab1a7e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0be4a0efb4b283c7d3521d7c615c4058 = $(`&lt;div id=&quot;html_0be4a0efb4b283c7d3521d7c615c4058&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_af03793757a2eac90266cbb168ab1a7e.setContent(html_0be4a0efb4b283c7d3521d7c615c4058);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b62ccf29acd857a73f1b5bab8e2c505c.bindPopup(popup_af03793757a2eac90266cbb168ab1a7e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd8e3ce0a220f8a948487cf880e93f59 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5eaf00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5eaf00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_55ef0c6f585724fce555794e0cbeeba8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bdec0fabaa93d52b1e78709d799fa89e = $(`&lt;div id=&quot;html_bdec0fabaa93d52b1e78709d799fa89e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 18.375812216623206&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_55ef0c6f585724fce555794e0cbeeba8.setContent(html_bdec0fabaa93d52b1e78709d799fa89e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd8e3ce0a220f8a948487cf880e93f59.bindPopup(popup_55ef0c6f585724fce555794e0cbeeba8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3392a613614cf211ab3d27323bc5fa45 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_5941a9be3ebf88d4ff0f46a9410b0a33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8a38bfdd57389be94748e9ab1437c61c = $(`&lt;div id=&quot;html_8a38bfdd57389be94748e9ab1437c61c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_5941a9be3ebf88d4ff0f46a9410b0a33.setContent(html_8a38bfdd57389be94748e9ab1437c61c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3392a613614cf211ab3d27323bc5fa45.bindPopup(popup_5941a9be3ebf88d4ff0f46a9410b0a33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0e5432a594917e7f7e48deb525ec8d2a = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_de72dabc4d2df08a3d8cf06a0c37637a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d15d1ae2873f7106e679ed68a18bcbb6 = $(`&lt;div id=&quot;html_d15d1ae2873f7106e679ed68a18bcbb6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 129.97809932317114&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_de72dabc4d2df08a3d8cf06a0c37637a.setContent(html_d15d1ae2873f7106e679ed68a18bcbb6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0e5432a594917e7f7e48deb525ec8d2a.bindPopup(popup_de72dabc4d2df08a3d8cf06a0c37637a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_086debf2b6e15d2cc9760a3a551a3bee = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_4cd2c09fa912ff411c5bfaef0072e956 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_903df6ce20efebd693d91f362fcd47b6 = $(`&lt;div id=&quot;html_903df6ce20efebd693d91f362fcd47b6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 2.2277059301159894&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4cd2c09fa912ff411c5bfaef0072e956.setContent(html_903df6ce20efebd693d91f362fcd47b6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_086debf2b6e15d2cc9760a3a551a3bee.bindPopup(popup_4cd2c09fa912ff411c5bfaef0072e956)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a6bba0ba6259c3939b07586e2f0a1b4e = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_26df131db3ad8121d8ce44aa3a2331c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b339624b29dd9046b85aa98f6bc1171e = $(`&lt;div id=&quot;html_b339624b29dd9046b85aa98f6bc1171e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 127.24846821180647&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_26df131db3ad8121d8ce44aa3a2331c8.setContent(html_b339624b29dd9046b85aa98f6bc1171e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a6bba0ba6259c3939b07586e2f0a1b4e.bindPopup(popup_26df131db3ad8121d8ce44aa3a2331c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e99b4264a545c069ecd4bf37d64a9dda = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_1dc5a0ccf4ec227c528b86c1ff6b35f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51b8b10ee88cf89699692a2dd7945c62 = $(`&lt;div id=&quot;html_51b8b10ee88cf89699692a2dd7945c62&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1dc5a0ccf4ec227c528b86c1ff6b35f6.setContent(html_51b8b10ee88cf89699692a2dd7945c62);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e99b4264a545c069ecd4bf37d64a9dda.bindPopup(popup_1dc5a0ccf4ec227c528b86c1ff6b35f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ba68aeaca5e18005326b34caf17a21d1 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_f5c40923b9d29ea9622cdc7e266ab3c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3ff4f0481302a6994458c0e70093559e = $(`&lt;div id=&quot;html_3ff4f0481302a6994458c0e70093559e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 93.73247397839002&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f5c40923b9d29ea9622cdc7e266ab3c7.setContent(html_3ff4f0481302a6994458c0e70093559e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ba68aeaca5e18005326b34caf17a21d1.bindPopup(popup_f5c40923b9d29ea9622cdc7e266ab3c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1dbd71984a5b5403bdb6f2d44825987b = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f4fa00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f4fa00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_d86f56e97dd5eb15e38ca4a19d0140ac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0d0db34167661b2cdf0fe8b702c6a24 = $(`&lt;div id=&quot;html_a0d0db34167661b2cdf0fe8b702c6a24&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 47.704082949261185&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d86f56e97dd5eb15e38ca4a19d0140ac.setContent(html_a0d0db34167661b2cdf0fe8b702c6a24);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1dbd71984a5b5403bdb6f2d44825987b.bindPopup(popup_d86f56e97dd5eb15e38ca4a19d0140ac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6ccd3d5ad299cf801e5c299261251919 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#8ac500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#8ac500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_ee5a66e6188de4cd075c1ca2614f0a97 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff4939f593b5156221c43b04b41c0684 = $(`&lt;div id=&quot;html_ff4939f593b5156221c43b04b41c0684&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 26.971072774756124&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ee5a66e6188de4cd075c1ca2614f0a97.setContent(html_ff4939f593b5156221c43b04b41c0684);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6ccd3d5ad299cf801e5c299261251919.bindPopup(popup_ee5a66e6188de4cd075c1ca2614f0a97)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1d55ebcd5bd5f7c354bf437ccedb9cb = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_7ee8a8301cad6485d2370f6aaed514e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9f14e7850fa563dd7d000b447f9cd85 = $(`&lt;div id=&quot;html_a9f14e7850fa563dd7d000b447f9cd85&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 4076.6100790447917&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_7ee8a8301cad6485d2370f6aaed514e7.setContent(html_a9f14e7850fa563dd7d000b447f9cd85);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1d55ebcd5bd5f7c354bf437ccedb9cb.bindPopup(popup_7ee8a8301cad6485d2370f6aaed514e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5f02d4179c445e64d12bd278868c8bf = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_54a6909062dd76b03e38f6d2d6436b3d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db627248921f30e02f9f23d00e4d6d53 = $(`&lt;div id=&quot;html_db627248921f30e02f9f23d00e4d6d53&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 244.3635973104409&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_54a6909062dd76b03e38f6d2d6436b3d.setContent(html_db627248921f30e02f9f23d00e4d6d53);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5f02d4179c445e64d12bd278868c8bf.bindPopup(popup_54a6909062dd76b03e38f6d2d6436b3d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_df1f97a81ab7bf76dd0bc800ed8e5579 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_67bd10e5234622704c8a743e638a1fae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52fd6ac8836408a4e711e86e9be643d5 = $(`&lt;div id=&quot;html_52fd6ac8836408a4e711e86e9be643d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.6958965523009752&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_67bd10e5234622704c8a743e638a1fae.setContent(html_52fd6ac8836408a4e711e86e9be643d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_df1f97a81ab7bf76dd0bc800ed8e5579.bindPopup(popup_67bd10e5234622704c8a743e638a1fae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0623d3749e391296a19e049e17384fbb = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_3a2174e456aabd4902c34d34ad77fbdb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_55fbe8626e580d2ce3c446157f8bd3af = $(`&lt;div id=&quot;html_55fbe8626e580d2ce3c446157f8bd3af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.16046815940478174&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_3a2174e456aabd4902c34d34ad77fbdb.setContent(html_55fbe8626e580d2ce3c446157f8bd3af);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0623d3749e391296a19e049e17384fbb.bindPopup(popup_3a2174e456aabd4902c34d34ad77fbdb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d9c479b255ee896db1b7b041bc1ee380 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#79bc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#79bc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_7b5a6dfb08581fb333b7461ad11add50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1f361082eca682374b9e9c7c9682764e = $(`&lt;div id=&quot;html_1f361082eca682374b9e9c7c9682764e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 23.637607350456705&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7b5a6dfb08581fb333b7461ad11add50.setContent(html_1f361082eca682374b9e9c7c9682764e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d9c479b255ee896db1b7b041bc1ee380.bindPopup(popup_7b5a6dfb08581fb333b7461ad11add50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d1cf71c6b8d4fe0e49d41c4c1f15fc61 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#54aa00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#54aa00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_02be6a72fc659575a6081decfe71e2fd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_41b88c24580ebe4968361426b4d96c2d = $(`&lt;div id=&quot;html_41b88c24580ebe4968361426b4d96c2d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 16.459333499005744&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_02be6a72fc659575a6081decfe71e2fd.setContent(html_41b88c24580ebe4968361426b4d96c2d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d1cf71c6b8d4fe0e49d41c4c1f15fc61.bindPopup(popup_02be6a72fc659575a6081decfe71e2fd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_82e23fee6743f5370b5489f8c8d55763 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_032d35edbfb8910fa97146bea382e54d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6046b1b7fe6cf3ff8ef5c081472a5ac9 = $(`&lt;div id=&quot;html_6046b1b7fe6cf3ff8ef5c081472a5ac9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 135.84335658195084&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_032d35edbfb8910fa97146bea382e54d.setContent(html_6046b1b7fe6cf3ff8ef5c081472a5ac9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_82e23fee6743f5370b5489f8c8d55763.bindPopup(popup_032d35edbfb8910fa97146bea382e54d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3db6ce1b5c64739b56f7f04d3fee573 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff4a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff4a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_0e92ba697a99847be00f738389cc3124 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a1f7df43d5ff96662e2bc807ac689b3e = $(`&lt;div id=&quot;html_a1f7df43d5ff96662e2bc807ac689b3e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 85.42564062991691&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0e92ba697a99847be00f738389cc3124.setContent(html_a1f7df43d5ff96662e2bc807ac689b3e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3db6ce1b5c64739b56f7f04d3fee573.bindPopup(popup_0e92ba697a99847be00f738389cc3124)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f7a9fa42b5211e1e7e6f8529da7c7673 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#daed00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#daed00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_f794e44598249aed31b2deab0c863164 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_adccc0aa5c6610e9fee71a99ca4d7998 = $(`&lt;div id=&quot;html_adccc0aa5c6610e9fee71a99ca4d7998&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 42.591719522577385&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f794e44598249aed31b2deab0c863164.setContent(html_adccc0aa5c6610e9fee71a99ca4d7998);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f7a9fa42b5211e1e7e6f8529da7c7673.bindPopup(popup_f794e44598249aed31b2deab0c863164)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7faeb4d80b6c13115469774a3b32f5c7 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_580c39ec0371200f82d10057202ebb86 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d695040d176cc5d8c240cc38f1e69e7c = $(`&lt;div id=&quot;html_d695040d176cc5d8c240cc38f1e69e7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_580c39ec0371200f82d10057202ebb86.setContent(html_d695040d176cc5d8c240cc38f1e69e7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7faeb4d80b6c13115469774a3b32f5c7.bindPopup(popup_580c39ec0371200f82d10057202ebb86)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_136d82567efbbfffe4f65dd5422579f3 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9fd000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9fd000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_baaf2b5254adbce38230bfed5a4ac841);\n",
              "        \n",
              "    \n",
              "        var popup_bb0b3464420a7a22e04adf2c43da0804 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_248f3ba9e753f5d1c54ee70842a45c6e = $(`&lt;div id=&quot;html_248f3ba9e753f5d1c54ee70842a45c6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence: 31.178151443754388&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_bb0b3464420a7a22e04adf2c43da0804.setContent(html_248f3ba9e753f5d1c54ee70842a45c6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_136d82567efbbfffe4f65dd5422579f3.bindPopup(popup_bb0b3464420a7a22e04adf2c43da0804)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_5763f1920d050a751d498559a7aa1e08 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_31513757e801e5fb5adeed75b334ad0e = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_dd4926c5579fdb474d2c1665e6f2420d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a7b472e970a034b4d54d9d1cbb38ff1 = $(`&lt;div id=&quot;html_2a7b472e970a034b4d54d9d1cbb38ff1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_dd4926c5579fdb474d2c1665e6f2420d.setContent(html_2a7b472e970a034b4d54d9d1cbb38ff1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_31513757e801e5fb5adeed75b334ad0e.bindPopup(popup_dd4926c5579fdb474d2c1665e6f2420d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a19f0f47caf6f15f19a42aa27ce17a6 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff4e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff4e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_c4f3ed55483adcd833af3d2308ea73e6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ea2f523bd12aa653e87041e340b8c0b = $(`&lt;div id=&quot;html_2ea2f523bd12aa653e87041e340b8c0b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 84.74456064151666&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c4f3ed55483adcd833af3d2308ea73e6.setContent(html_2ea2f523bd12aa653e87041e340b8c0b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a19f0f47caf6f15f19a42aa27ce17a6.bindPopup(popup_c4f3ed55483adcd833af3d2308ea73e6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_872d95520f25d88e722e9cc327bf32ac = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_6076e30ee29d8b35ef46fa997503dda9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e058febd23e1f28dc153474fc51e6ffb = $(`&lt;div id=&quot;html_e058febd23e1f28dc153474fc51e6ffb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 106.50726473229376&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6076e30ee29d8b35ef46fa997503dda9.setContent(html_e058febd23e1f28dc153474fc51e6ffb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_872d95520f25d88e722e9cc327bf32ac.bindPopup(popup_6076e30ee29d8b35ef46fa997503dda9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0949b7e3ab35c50fc317c289c0811f2f = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_2ec6eadc49a5d60e57d0cb61cb600847 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e7b8d84a1fd2114a7b2276d01450733f = $(`&lt;div id=&quot;html_e7b8d84a1fd2114a7b2276d01450733f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.5954761508704747&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_2ec6eadc49a5d60e57d0cb61cb600847.setContent(html_e7b8d84a1fd2114a7b2276d01450733f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0949b7e3ab35c50fc317c289c0811f2f.bindPopup(popup_2ec6eadc49a5d60e57d0cb61cb600847)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3969e06ffcf3ad225b70d26bad0f03e8 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_3c01f487b37633c44184aefc927693ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eac3a55c131a95064b56e3b12db991ab = $(`&lt;div id=&quot;html_eac3a55c131a95064b56e3b12db991ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 298.772823671224&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_3c01f487b37633c44184aefc927693ba.setContent(html_eac3a55c131a95064b56e3b12db991ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3969e06ffcf3ad225b70d26bad0f03e8.bindPopup(popup_3c01f487b37633c44184aefc927693ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f99fd15498ebc6ae841de038de3c99e = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_e86e3c9854529a40160f835ef4e3027f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_055c58bcc409ddf3e6d1a7c1f4702b7b = $(`&lt;div id=&quot;html_055c58bcc409ddf3e6d1a7c1f4702b7b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 450.3418942110335&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_e86e3c9854529a40160f835ef4e3027f.setContent(html_055c58bcc409ddf3e6d1a7c1f4702b7b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f99fd15498ebc6ae841de038de3c99e.bindPopup(popup_e86e3c9854529a40160f835ef4e3027f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3296b841b1df451b566d915566f06433 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_32a800fcb65b5931c0cf73314f1f72b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8b01f030e1913add336280aae1d08b4 = $(`&lt;div id=&quot;html_c8b01f030e1913add336280aae1d08b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_32a800fcb65b5931c0cf73314f1f72b0.setContent(html_c8b01f030e1913add336280aae1d08b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3296b841b1df451b566d915566f06433.bindPopup(popup_32a800fcb65b5931c0cf73314f1f72b0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_010bc9f61f4834d2e582087bc9cd0143 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_d6c876821e6f6b6ae6d5b55ebc344965 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a68fbb6153f81288f974ba4606269c34 = $(`&lt;div id=&quot;html_a68fbb6153f81288f974ba4606269c34&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 61.49288541519493&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d6c876821e6f6b6ae6d5b55ebc344965.setContent(html_a68fbb6153f81288f974ba4606269c34);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_010bc9f61f4834d2e582087bc9cd0143.bindPopup(popup_d6c876821e6f6b6ae6d5b55ebc344965)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b0614468d652e18ee8bd7c38afe06161 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffaa00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffaa00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_7cef83835ae6bdff2e74b61466f71b18 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bde69c13e46ca7f918b601393cf68f3c = $(`&lt;div id=&quot;html_bde69c13e46ca7f918b601393cf68f3c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 66.73166327009038&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7cef83835ae6bdff2e74b61466f71b18.setContent(html_bde69c13e46ca7f918b601393cf68f3c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b0614468d652e18ee8bd7c38afe06161.bindPopup(popup_7cef83835ae6bdff2e74b61466f71b18)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c91cbfbdfc6fe6ce636060b337e4fd0a = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#309800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#309800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_906308af009d77c5d42beb545e921c90 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e78d2eb05913cce76517400cb67737e1 = $(`&lt;div id=&quot;html_e78d2eb05913cce76517400cb67737e1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 9.543144334118233&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_906308af009d77c5d42beb545e921c90.setContent(html_e78d2eb05913cce76517400cb67737e1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c91cbfbdfc6fe6ce636060b337e4fd0a.bindPopup(popup_906308af009d77c5d42beb545e921c90)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c74f49f634e8b44315fdcd76395e9dd0 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#50a800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#50a800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_76cba4298e430a36393da1509522bb33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5f330797dcfc81348314e6f1090292f = $(`&lt;div id=&quot;html_e5f330797dcfc81348314e6f1090292f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 15.763795540861793&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_76cba4298e430a36393da1509522bb33.setContent(html_e5f330797dcfc81348314e6f1090292f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c74f49f634e8b44315fdcd76395e9dd0.bindPopup(popup_76cba4298e430a36393da1509522bb33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_108a3ff1535708f2546449ed5480c7bc = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_6be86bc901664be326d66c53682e0752 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_97d20b7c8d75d67ca578a1b3b84c3ce6 = $(`&lt;div id=&quot;html_97d20b7c8d75d67ca578a1b3b84c3ce6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.6315144355673193&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_6be86bc901664be326d66c53682e0752.setContent(html_97d20b7c8d75d67ca578a1b3b84c3ce6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_108a3ff1535708f2546449ed5480c7bc.bindPopup(popup_6be86bc901664be326d66c53682e0752)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b599c2ac600a1c6281d08eb91f52fbc = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#53a900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#53a900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_ecb752f17f43ad9b2e678f82941d4e3d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_22575b8bfa2e7092dfeca96a22fab2c6 = $(`&lt;div id=&quot;html_22575b8bfa2e7092dfeca96a22fab2c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 16.2187858281368&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ecb752f17f43ad9b2e678f82941d4e3d.setContent(html_22575b8bfa2e7092dfeca96a22fab2c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b599c2ac600a1c6281d08eb91f52fbc.bindPopup(popup_ecb752f17f43ad9b2e678f82941d4e3d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2ab95fe8b8c754831432549e377d9152 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_4458eed101d1a516588a68be12102507 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5133ad553503077624b71674e94632b9 = $(`&lt;div id=&quot;html_5133ad553503077624b71674e94632b9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 121.14727724765022&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4458eed101d1a516588a68be12102507.setContent(html_5133ad553503077624b71674e94632b9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2ab95fe8b8c754831432549e377d9152.bindPopup(popup_4458eed101d1a516588a68be12102507)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_826f6cd0c8e64ef32aaf414fa3f77c27 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_1cc7d66c1425d2ad736b852345818c3f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4290bf6a8615cac6553d8579ef9f436f = $(`&lt;div id=&quot;html_4290bf6a8615cac6553d8579ef9f436f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 58.253396056687485&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1cc7d66c1425d2ad736b852345818c3f.setContent(html_4290bf6a8615cac6553d8579ef9f436f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_826f6cd0c8e64ef32aaf414fa3f77c27.bindPopup(popup_1cc7d66c1425d2ad736b852345818c3f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7daf71df0d9f163d5cd4ae6bd25b11a7 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffed00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffed00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_78867f9dc50736467b27a8949ef6f87d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a3cca8e726ee8b3d6e932478cdd1de26 = $(`&lt;div id=&quot;html_a3cca8e726ee8b3d6e932478cdd1de26&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 53.5940559017363&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_78867f9dc50736467b27a8949ef6f87d.setContent(html_a3cca8e726ee8b3d6e932478cdd1de26);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7daf71df0d9f163d5cd4ae6bd25b11a7.bindPopup(popup_78867f9dc50736467b27a8949ef6f87d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1c8b764dac8cb12dd1971d4e19f72200 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_6acff6b8fac4e7b5eb5437e1fa65ce8f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a2be35d2ae26a5369abf4fd493d4b8eb = $(`&lt;div id=&quot;html_a2be35d2ae26a5369abf4fd493d4b8eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 62.21774139968956&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6acff6b8fac4e7b5eb5437e1fa65ce8f.setContent(html_a2be35d2ae26a5369abf4fd493d4b8eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1c8b764dac8cb12dd1971d4e19f72200.bindPopup(popup_6acff6b8fac4e7b5eb5437e1fa65ce8f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_efef1ad89e1e0a79cf711caced16fd33 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_23563a4fe772b2fd717f979ceaaa7b20 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7ec913240d819b1e6fe2498b4dfd5279 = $(`&lt;div id=&quot;html_7ec913240d819b1e6fe2498b4dfd5279&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 1360.9668954707856&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_23563a4fe772b2fd717f979ceaaa7b20.setContent(html_7ec913240d819b1e6fe2498b4dfd5279);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_efef1ad89e1e0a79cf711caced16fd33.bindPopup(popup_23563a4fe772b2fd717f979ceaaa7b20)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b31fb7cf316fea18724c61b95e2d7efe = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_c3bfb4e4c73290f792d098f424207179 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b3e03993f67beb97d7bbbe9d97f4764a = $(`&lt;div id=&quot;html_b3e03993f67beb97d7bbbe9d97f4764a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 194.98703145861464&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c3bfb4e4c73290f792d098f424207179.setContent(html_b3e03993f67beb97d7bbbe9d97f4764a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b31fb7cf316fea18724c61b95e2d7efe.bindPopup(popup_c3bfb4e4c73290f792d098f424207179)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3fba80cc2e176145a6251b633f1bac4 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_468e022d68a1973c17bf772e2e9e63d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cc1258d92474ffe6d534d03c45a17acd = $(`&lt;div id=&quot;html_cc1258d92474ffe6d534d03c45a17acd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_468e022d68a1973c17bf772e2e9e63d6.setContent(html_cc1258d92474ffe6d534d03c45a17acd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3fba80cc2e176145a6251b633f1bac4.bindPopup(popup_468e022d68a1973c17bf772e2e9e63d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7451b6fcd41149bfbb3235744591506d = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#63b100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#63b100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_2a47a4952ca8edb700d431e5ed549200 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b90d8a8edc7b9aa8408a8fc79da714e7 = $(`&lt;div id=&quot;html_b90d8a8edc7b9aa8408a8fc79da714e7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 19.35676678899913&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2a47a4952ca8edb700d431e5ed549200.setContent(html_b90d8a8edc7b9aa8408a8fc79da714e7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7451b6fcd41149bfbb3235744591506d.bindPopup(popup_2a47a4952ca8edb700d431e5ed549200)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9720f732bd3e6add22eb77ddbd493823 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_e297a90617d183dcf9bbfe80158980f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed97029ff0bc3ebb573656d81f4de84f = $(`&lt;div id=&quot;html_ed97029ff0bc3ebb573656d81f4de84f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e297a90617d183dcf9bbfe80158980f0.setContent(html_ed97029ff0bc3ebb573656d81f4de84f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9720f732bd3e6add22eb77ddbd493823.bindPopup(popup_e297a90617d183dcf9bbfe80158980f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f0e798b6baa7b981d415975b21f9016 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_5f287fc93198e7d7c80133822ec9a19e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_83c4affe86ff24d64f0c5db51b0b5ce5 = $(`&lt;div id=&quot;html_83c4affe86ff24d64f0c5db51b0b5ce5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 284.46788288695166&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_5f287fc93198e7d7c80133822ec9a19e.setContent(html_83c4affe86ff24d64f0c5db51b0b5ce5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f0e798b6baa7b981d415975b21f9016.bindPopup(popup_5f287fc93198e7d7c80133822ec9a19e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e7d039407bb1acf7fd5f8947c29714ee = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#249200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#249200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_ebb12191726a8ed4b60e87e2dd00e840 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3fda59b744d6d87586a1263f013cda9 = $(`&lt;div id=&quot;html_d3fda59b744d6d87586a1263f013cda9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 7.09495894116855&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ebb12191726a8ed4b60e87e2dd00e840.setContent(html_d3fda59b744d6d87586a1263f013cda9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e7d039407bb1acf7fd5f8947c29714ee.bindPopup(popup_ebb12191726a8ed4b60e87e2dd00e840)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_504a87e2da3633c58ad3fea40c9b5484 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_d6a2d0c434e5b12033fb4158706753b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dfc117de80a4bb1cc8f2aad7d73f1a24 = $(`&lt;div id=&quot;html_dfc117de80a4bb1cc8f2aad7d73f1a24&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 103.78316885379084&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d6a2d0c434e5b12033fb4158706753b2.setContent(html_dfc117de80a4bb1cc8f2aad7d73f1a24);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_504a87e2da3633c58ad3fea40c9b5484.bindPopup(popup_d6a2d0c434e5b12033fb4158706753b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a50b061e5f2020d055e992da5dcc5f0b = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dfef00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dfef00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_be63fa5f9c8eebf7d73092351dbe8fbf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3161c110c9515270bfbb5ee42e66076 = $(`&lt;div id=&quot;html_c3161c110c9515270bfbb5ee42e66076&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 43.63360985322832&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_be63fa5f9c8eebf7d73092351dbe8fbf.setContent(html_c3161c110c9515270bfbb5ee42e66076);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a50b061e5f2020d055e992da5dcc5f0b.bindPopup(popup_be63fa5f9c8eebf7d73092351dbe8fbf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3c95a5dcb936a887d44a9da082774211 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_bcf22d8a1ec0fca418c3de023e72fad4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dafffcea61228bd345c11c0b4fa5a7a1 = $(`&lt;div id=&quot;html_dafffcea61228bd345c11c0b4fa5a7a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 151.28745332147713&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_bcf22d8a1ec0fca418c3de023e72fad4.setContent(html_dafffcea61228bd345c11c0b4fa5a7a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3c95a5dcb936a887d44a9da082774211.bindPopup(popup_bcf22d8a1ec0fca418c3de023e72fad4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63d4dd54b592c9cb2a0ea0f63dcb18bd = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#2d9700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#2d9700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_4c08d10a4dbbd80e1a36be897c648001 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b4f498ed5f0a9b35e58827a19711ec84 = $(`&lt;div id=&quot;html_b4f498ed5f0a9b35e58827a19711ec84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 8.881147561735116&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4c08d10a4dbbd80e1a36be897c648001.setContent(html_b4f498ed5f0a9b35e58827a19711ec84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63d4dd54b592c9cb2a0ea0f63dcb18bd.bindPopup(popup_4c08d10a4dbbd80e1a36be897c648001)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ad1c6f2d92535645601a365497e7c58e = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#62b100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#62b100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_cbf14d842c288c608d60059ea0ed94f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_16e78c8ba63d23d030b5bedb3bfd9daa = $(`&lt;div id=&quot;html_16e78c8ba63d23d030b5bedb3bfd9daa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 19.248824005884483&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_cbf14d842c288c608d60059ea0ed94f6.setContent(html_16e78c8ba63d23d030b5bedb3bfd9daa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ad1c6f2d92535645601a365497e7c58e.bindPopup(popup_cbf14d842c288c608d60059ea0ed94f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_344d461901c8d8df16b6f92d72b64f65 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_cb53432b825c1cff610d2d96fb2ae38f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a41b7770d9b0723d20961bb16d4664fa = $(`&lt;div id=&quot;html_a41b7770d9b0723d20961bb16d4664fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 2943.464792740726&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_cb53432b825c1cff610d2d96fb2ae38f.setContent(html_a41b7770d9b0723d20961bb16d4664fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_344d461901c8d8df16b6f92d72b64f65.bindPopup(popup_cb53432b825c1cff610d2d96fb2ae38f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1b1f204323d4198e916f296535d816c7 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_98f9c8fced9091c39fdafc1367fd50bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_580d4e8c0cc8959450f5e7752ce2bcd4 = $(`&lt;div id=&quot;html_580d4e8c0cc8959450f5e7752ce2bcd4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 192.48509387330745&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_98f9c8fced9091c39fdafc1367fd50bc.setContent(html_580d4e8c0cc8959450f5e7752ce2bcd4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1b1f204323d4198e916f296535d816c7.bindPopup(popup_98f9c8fced9091c39fdafc1367fd50bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a601bda8cb2a5f9fb0ad6f2de1169b76 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_9ebe5ad1976fa585a0ed00a707172b40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_999373fef9ebb8b224aae63f98b6d88e = $(`&lt;div id=&quot;html_999373fef9ebb8b224aae63f98b6d88e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.8265689200017883&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_9ebe5ad1976fa585a0ed00a707172b40.setContent(html_999373fef9ebb8b224aae63f98b6d88e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a601bda8cb2a5f9fb0ad6f2de1169b76.bindPopup(popup_9ebe5ad1976fa585a0ed00a707172b40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_19be9b7c9901a8303ab8468ea7a6b7ca = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_80a3a4f4ddd7ccf233f550e28990d25b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0b8d317657546646d95bad6de53d5438 = $(`&lt;div id=&quot;html_0b8d317657546646d95bad6de53d5438&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 0.21386983423269817&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_80a3a4f4ddd7ccf233f550e28990d25b.setContent(html_0b8d317657546646d95bad6de53d5438);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_19be9b7c9901a8303ab8468ea7a6b7ca.bindPopup(popup_80a3a4f4ddd7ccf233f550e28990d25b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ab945d631d768234e977ee3e9b4f8652 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#209000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#209000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_1a4562047f0ddf707dd611cbe6adf3d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_335292ea2031d59c1c2108b4d6088da0 = $(`&lt;div id=&quot;html_335292ea2031d59c1c2108b4d6088da0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 6.365396613516611&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1a4562047f0ddf707dd611cbe6adf3d1.setContent(html_335292ea2031d59c1c2108b4d6088da0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ab945d631d768234e977ee3e9b4f8652.bindPopup(popup_1a4562047f0ddf707dd611cbe6adf3d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3506a9130aa471b29a7108dfa9c9b454 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#93ca00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#93ca00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_b5e889f19b5cfbe1d013439e7547450f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf28541ff0f160d3dc98e4427b5ca12d = $(`&lt;div id=&quot;html_bf28541ff0f160d3dc98e4427b5ca12d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 28.876008036592467&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b5e889f19b5cfbe1d013439e7547450f.setContent(html_bf28541ff0f160d3dc98e4427b5ca12d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3506a9130aa471b29a7108dfa9c9b454.bindPopup(popup_b5e889f19b5cfbe1d013439e7547450f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_271b0d39afcebaccb749cdce46451802 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_cda2a605691e53b57493a818fa5e95dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce69a1da1b53aabbcae39ed3821357c7 = $(`&lt;div id=&quot;html_ce69a1da1b53aabbcae39ed3821357c7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 209.14639090728355&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_cda2a605691e53b57493a818fa5e95dc.setContent(html_ce69a1da1b53aabbcae39ed3821357c7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_271b0d39afcebaccb749cdce46451802.bindPopup(popup_cda2a605691e53b57493a818fa5e95dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e176e48c019a3e99238d0634bc301d8a = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_dc23b6ed979a9edac3d231230962f819 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f57de870149a2dd11531053e6933aa4d = $(`&lt;div id=&quot;html_f57de870149a2dd11531053e6933aa4d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 133.37526778492648&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_dc23b6ed979a9edac3d231230962f819.setContent(html_f57de870149a2dd11531053e6933aa4d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e176e48c019a3e99238d0634bc301d8a.bindPopup(popup_dc23b6ed979a9edac3d231230962f819)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_763fff5d191824caece087c25a361aca = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_a37485e708454a178e78eebc847d5f9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b99643f8ab44196f9b14ea5f7570bf7f = $(`&lt;div id=&quot;html_b99643f8ab44196f9b14ea5f7570bf7f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 99.95280508140856&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a37485e708454a178e78eebc847d5f9f.setContent(html_b99643f8ab44196f9b14ea5f7570bf7f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_763fff5d191824caece087c25a361aca.bindPopup(popup_a37485e708454a178e78eebc847d5f9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_abc494cae0024be679968bffc1d76924 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_2e08ee2bb30a5754bc93fc7c028670e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0b5a5ab8d729f9be2ece03aff258c02 = $(`&lt;div id=&quot;html_a0b5a5ab8d729f9be2ece03aff258c02&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 259.0926821823111&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_2e08ee2bb30a5754bc93fc7c028670e7.setContent(html_a0b5a5ab8d729f9be2ece03aff258c02);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_abc494cae0024be679968bffc1d76924.bindPopup(popup_2e08ee2bb30a5754bc93fc7c028670e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9fd66628a017442c854113449cc179c = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cae500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cae500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_5763f1920d050a751d498559a7aa1e08);\n",
              "        \n",
              "    \n",
              "        var popup_84dbc1b352b7692d1e17871650795528 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee1732c2506735b4dd75ad62247c4d94 = $(`&lt;div id=&quot;html_ee1732c2506735b4dd75ad62247c4d94&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence: 39.5702781364535&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_84dbc1b352b7692d1e17871650795528.setContent(html_ee1732c2506735b4dd75ad62247c4d94);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9fd66628a017442c854113449cc179c.bindPopup(popup_84dbc1b352b7692d1e17871650795528)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_36c59197786238a43a59c526dbf584d7 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5ced5391c0fdca49660726e00cc251b2 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_df72f1a2caf8f29ffa466de8ecaeb3f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77806b2ecfbc0b721cb81f4ba8703bf0 = $(`&lt;div id=&quot;html_77806b2ecfbc0b721cb81f4ba8703bf0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_df72f1a2caf8f29ffa466de8ecaeb3f5.setContent(html_77806b2ecfbc0b721cb81f4ba8703bf0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5ced5391c0fdca49660726e00cc251b2.bindPopup(popup_df72f1a2caf8f29ffa466de8ecaeb3f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb41289f8089806eeaddb30b95ba8dd2 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_6ad17ea6cff8966376ba0234418fe1e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ee3f19cd45b3817d1d69ede1b353b26 = $(`&lt;div id=&quot;html_0ee3f19cd45b3817d1d69ede1b353b26&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 98.45465261831913&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6ad17ea6cff8966376ba0234418fe1e2.setContent(html_0ee3f19cd45b3817d1d69ede1b353b26);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb41289f8089806eeaddb30b95ba8dd2.bindPopup(popup_6ad17ea6cff8966376ba0234418fe1e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4048525cd189053224b07cd29c007867 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_f92283b69af7d739a09c199133db67ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_89f4e6191cb0cf14b104d6ba0183f784 = $(`&lt;div id=&quot;html_89f4e6191cb0cf14b104d6ba0183f784&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 139.46485538037297&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f92283b69af7d739a09c199133db67ab.setContent(html_89f4e6191cb0cf14b104d6ba0183f784);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4048525cd189053224b07cd29c007867.bindPopup(popup_f92283b69af7d739a09c199133db67ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a1db547ff7ac4fdae1ff39846968f740 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_aff8459a52fdf26403471ae2b339dde5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77728333ebff01ffb317497d229adbe1 = $(`&lt;div id=&quot;html_77728333ebff01ffb317497d229adbe1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 0.1414211787325105&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_aff8459a52fdf26403471ae2b339dde5.setContent(html_77728333ebff01ffb317497d229adbe1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a1db547ff7ac4fdae1ff39846968f740.bindPopup(popup_aff8459a52fdf26403471ae2b339dde5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f46577aba35018f4f5ae4f12a97bd2a0 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_4fc06e2c9bb823523b3e2fb1e7dfb42a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c23d9192ec969978f123dbec3d3d67a3 = $(`&lt;div id=&quot;html_c23d9192ec969978f123dbec3d3d67a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 374.7963927165583&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_4fc06e2c9bb823523b3e2fb1e7dfb42a.setContent(html_c23d9192ec969978f123dbec3d3d67a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f46577aba35018f4f5ae4f12a97bd2a0.bindPopup(popup_4fc06e2c9bb823523b3e2fb1e7dfb42a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_59844ee39c0bd1bff39bf5ee8ea004f0 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_b0fe0ea5afb5cdbf8304886bdf77236b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9859ef00c97daf3b1871dced555e6bc = $(`&lt;div id=&quot;html_d9859ef00c97daf3b1871dced555e6bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 506.07207060068527&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_b0fe0ea5afb5cdbf8304886bdf77236b.setContent(html_d9859ef00c97daf3b1871dced555e6bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_59844ee39c0bd1bff39bf5ee8ea004f0.bindPopup(popup_b0fe0ea5afb5cdbf8304886bdf77236b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dd3a2a30f765318708ebca1fc176b85f = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_057c43f50d3337f00a07c133c286d432 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a642a0b7008fe64499a8e0f9a0af0680 = $(`&lt;div id=&quot;html_a642a0b7008fe64499a8e0f9a0af0680&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 51.85327232687627&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_057c43f50d3337f00a07c133c286d432.setContent(html_a642a0b7008fe64499a8e0f9a0af0680);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dd3a2a30f765318708ebca1fc176b85f.bindPopup(popup_057c43f50d3337f00a07c133c286d432)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3626f89946466988a424185cbc6fe2c9 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_d5e3e321463daf82936cc52e29b121d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf45df3774b832fb1465042cde2c2873 = $(`&lt;div id=&quot;html_bf45df3774b832fb1465042cde2c2873&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 124.25640643632634&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d5e3e321463daf82936cc52e29b121d2.setContent(html_bf45df3774b832fb1465042cde2c2873);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3626f89946466988a424185cbc6fe2c9.bindPopup(popup_d5e3e321463daf82936cc52e29b121d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4ba0b26a6af3b333bad16b2a85445e2 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_240385c6ba3110785fdb3ef2ca5234b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9da5710a13cdf55c49bf618996431637 = $(`&lt;div id=&quot;html_9da5710a13cdf55c49bf618996431637&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 55.65988325261589&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_240385c6ba3110785fdb3ef2ca5234b2.setContent(html_9da5710a13cdf55c49bf618996431637);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4ba0b26a6af3b333bad16b2a85445e2.bindPopup(popup_240385c6ba3110785fdb3ef2ca5234b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0b008b952762b91b4d880570b4d0ad7f = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#309800ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#309800ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_d785313ed949f20374622652759e57bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_710f2549047f634357c270e1c53b0931 = $(`&lt;div id=&quot;html_710f2549047f634357c270e1c53b0931&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 9.414077290240385&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d785313ed949f20374622652759e57bc.setContent(html_710f2549047f634357c270e1c53b0931);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0b008b952762b91b4d880570b4d0ad7f.bindPopup(popup_d785313ed949f20374622652759e57bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c6595b1ddd7809048dbe2b01cddfc820 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#399d00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#399d00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_70e48b30e6512065a2d4c3931b7635ff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4f985770302c32a08c68b50d2948bee3 = $(`&lt;div id=&quot;html_4f985770302c32a08c68b50d2948bee3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 11.241502242435445&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_70e48b30e6512065a2d4c3931b7635ff.setContent(html_4f985770302c32a08c68b50d2948bee3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c6595b1ddd7809048dbe2b01cddfc820.bindPopup(popup_70e48b30e6512065a2d4c3931b7635ff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c14909ed85cb3a30f94aa43effe736ee = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_8b59594bf6990da003d3ec4faaa115bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3cc4344c8e94938c57c5893b04061338 = $(`&lt;div id=&quot;html_3cc4344c8e94938c57c5893b04061338&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 0.13845578586445795&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_8b59594bf6990da003d3ec4faaa115bc.setContent(html_3cc4344c8e94938c57c5893b04061338);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c14909ed85cb3a30f94aa43effe736ee.bindPopup(popup_8b59594bf6990da003d3ec4faaa115bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed8a86bede17f2c12d714945f0030989 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3c9e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3c9e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_1f56caa9401d61e21fd89f103c40b30d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa10d09034f83bf613c7720c0fb1c1dc = $(`&lt;div id=&quot;html_aa10d09034f83bf613c7720c0fb1c1dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 11.765738221567776&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_1f56caa9401d61e21fd89f103c40b30d.setContent(html_aa10d09034f83bf613c7720c0fb1c1dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed8a86bede17f2c12d714945f0030989.bindPopup(popup_1f56caa9401d61e21fd89f103c40b30d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cacb04652b73f56bc48f57f412e8486b = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_5f0e067ad9085b72e7a11f71e8191825 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a2cb03ca9910ec2091c81d2099122aa7 = $(`&lt;div id=&quot;html_a2cb03ca9910ec2091c81d2099122aa7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 149.62862828950594&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_5f0e067ad9085b72e7a11f71e8191825.setContent(html_a2cb03ca9910ec2091c81d2099122aa7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cacb04652b73f56bc48f57f412e8486b.bindPopup(popup_5f0e067ad9085b72e7a11f71e8191825)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3491c4d5af2e877d76b9a7ecc6673078 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_2cca074db34e6afbc75b39e61b455d70 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9cd3df1f29f23cd3b21cac3fcb6d8315 = $(`&lt;div id=&quot;html_9cd3df1f29f23cd3b21cac3fcb6d8315&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 69.7556459239026&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2cca074db34e6afbc75b39e61b455d70.setContent(html_9cd3df1f29f23cd3b21cac3fcb6d8315);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3491c4d5af2e877d76b9a7ecc6673078.bindPopup(popup_2cca074db34e6afbc75b39e61b455d70)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e595ec0123992e8828c42b1d75bf19f3 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_4394718e9594230a7954fb6b4ce35c6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_da6c235e90d9f37fa8de8f6216d21c41 = $(`&lt;div id=&quot;html_da6c235e90d9f37fa8de8f6216d21c41&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 81.62862600263064&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4394718e9594230a7954fb6b4ce35c6a.setContent(html_da6c235e90d9f37fa8de8f6216d21c41);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e595ec0123992e8828c42b1d75bf19f3.bindPopup(popup_4394718e9594230a7954fb6b4ce35c6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3339f189b115853eab16496db51717ff = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#acd600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#acd600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_a95a635635187526fb6bccacfed36f35 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2abd81f5cb50be2053defed8f351536a = $(`&lt;div id=&quot;html_2abd81f5cb50be2053defed8f351536a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 33.7485118935817&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a95a635635187526fb6bccacfed36f35.setContent(html_2abd81f5cb50be2053defed8f351536a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3339f189b115853eab16496db51717ff.bindPopup(popup_a95a635635187526fb6bccacfed36f35)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_acf7fb038f7670f33c0967efb0734d2c = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_932b403e164bcc8fc07cd737d15cbcab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a178711b6cbfb599fdb7e13a02ec3278 = $(`&lt;div id=&quot;html_a178711b6cbfb599fdb7e13a02ec3278&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 746.3546502489237&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_932b403e164bcc8fc07cd737d15cbcab.setContent(html_a178711b6cbfb599fdb7e13a02ec3278);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_acf7fb038f7670f33c0967efb0734d2c.bindPopup(popup_932b403e164bcc8fc07cd737d15cbcab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8d3567092eb82523a5a2a55770ff02da = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_1cad354b3efa35d4cc5698bfaa6c085e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d0870c241cd83448085c59fab44b0d7 = $(`&lt;div id=&quot;html_3d0870c241cd83448085c59fab44b0d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 204.17255577388343&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_1cad354b3efa35d4cc5698bfaa6c085e.setContent(html_3d0870c241cd83448085c59fab44b0d7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8d3567092eb82523a5a2a55770ff02da.bindPopup(popup_1cad354b3efa35d4cc5698bfaa6c085e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_87d1d232ed1e63fb2ceb43cf84434a8f = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_d3937dd6de40ae1738e76fa1d58cfb2d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c1047910a7cc9d01263d4c70fd0b548 = $(`&lt;div id=&quot;html_4c1047910a7cc9d01263d4c70fd0b548&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d3937dd6de40ae1738e76fa1d58cfb2d.setContent(html_4c1047910a7cc9d01263d4c70fd0b548);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_87d1d232ed1e63fb2ceb43cf84434a8f.bindPopup(popup_d3937dd6de40ae1738e76fa1d58cfb2d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_673ab5aadd16d1e6eff2bd48efe40a93 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c1e000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c1e000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_b73dd18a7b6079d81a0a485329a3b74c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8b4ab96f6c045805aa04fd0a08c87cc7 = $(`&lt;div id=&quot;html_8b4ab96f6c045805aa04fd0a08c87cc7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 37.71455148205426&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b73dd18a7b6079d81a0a485329a3b74c.setContent(html_8b4ab96f6c045805aa04fd0a08c87cc7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_673ab5aadd16d1e6eff2bd48efe40a93.bindPopup(popup_b73dd18a7b6079d81a0a485329a3b74c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed36eb9c526ea100796f495f5b2e4f26 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_eef7de3b3de3e6903dedc8b13a1d86b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6208463ad862e3de705b0a7c4315e10a = $(`&lt;div id=&quot;html_6208463ad862e3de705b0a7c4315e10a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_eef7de3b3de3e6903dedc8b13a1d86b3.setContent(html_6208463ad862e3de705b0a7c4315e10a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed36eb9c526ea100796f495f5b2e4f26.bindPopup(popup_eef7de3b3de3e6903dedc8b13a1d86b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37aa1dd2dcdbb1291f1b0f263b417d33 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_8d3855ab39aebfb4d58361f7f39ef2f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77da9465a54c7434bdfb275b3ad91821 = $(`&lt;div id=&quot;html_77da9465a54c7434bdfb275b3ad91821&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 306.3271111101839&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8d3855ab39aebfb4d58361f7f39ef2f6.setContent(html_77da9465a54c7434bdfb275b3ad91821);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37aa1dd2dcdbb1291f1b0f263b417d33.bindPopup(popup_8d3855ab39aebfb4d58361f7f39ef2f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_562f2118e2234a33e9826c14cb5ac833 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#1b8e00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#1b8e00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_0979b8b2009a141336a613b3f596c75c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_088d79763884607bd869dbc968dee9a3 = $(`&lt;div id=&quot;html_088d79763884607bd869dbc968dee9a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 5.330520295228816&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0979b8b2009a141336a613b3f596c75c.setContent(html_088d79763884607bd869dbc968dee9a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_562f2118e2234a33e9826c14cb5ac833.bindPopup(popup_0979b8b2009a141336a613b3f596c75c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_75050f1231c12001712205d7ab0d7ea1 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_8d862e519e989c227ee35fe240b3a413 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea2551190f0b43b0a7d1b0b89d866813 = $(`&lt;div id=&quot;html_ea2551190f0b43b0a7d1b0b89d866813&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 118.8440611752988&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_8d862e519e989c227ee35fe240b3a413.setContent(html_ea2551190f0b43b0a7d1b0b89d866813);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_75050f1231c12001712205d7ab0d7ea1.bindPopup(popup_8d862e519e989c227ee35fe240b3a413)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_79ba6f11b253c606820238c514d4d3e8 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c6e300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c6e300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_b1e234efa9b387f64f3fe38a991af634 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_71359f8a801c4d2e34d7874cc4eb2cdb = $(`&lt;div id=&quot;html_71359f8a801c4d2e34d7874cc4eb2cdb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 38.76160532699159&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_b1e234efa9b387f64f3fe38a991af634.setContent(html_71359f8a801c4d2e34d7874cc4eb2cdb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_79ba6f11b253c606820238c514d4d3e8.bindPopup(popup_b1e234efa9b387f64f3fe38a991af634)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c9af4a849a1945dcb99f9f33c3c78a31 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_a4857802d696509820f85940a39eb4ac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1edeec01c138cf91fb097e079eeed5c4 = $(`&lt;div id=&quot;html_1edeec01c138cf91fb097e079eeed5c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 231.43309187982197&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a4857802d696509820f85940a39eb4ac.setContent(html_1edeec01c138cf91fb097e079eeed5c4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c9af4a849a1945dcb99f9f33c3c78a31.bindPopup(popup_a4857802d696509820f85940a39eb4ac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d9ae7f8d62047c4943076c51c513869d = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#349a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#349a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_977211f335757abc220001ab6de241d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ca4299573b809b50dc9d2ebeb2e500c = $(`&lt;div id=&quot;html_0ca4299573b809b50dc9d2ebeb2e500c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 10.232493387164139&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_977211f335757abc220001ab6de241d0.setContent(html_0ca4299573b809b50dc9d2ebeb2e500c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d9ae7f8d62047c4943076c51c513869d.bindPopup(popup_977211f335757abc220001ab6de241d0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0694d602f6c9730239becc82944613db = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#afd700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#afd700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_375560b0b77fd5da7cc28c952011575b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_53f1b899631e31deed42be4b36032a04 = $(`&lt;div id=&quot;html_53f1b899631e31deed42be4b36032a04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 34.2885757709519&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_375560b0b77fd5da7cc28c952011575b.setContent(html_53f1b899631e31deed42be4b36032a04);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0694d602f6c9730239becc82944613db.bindPopup(popup_375560b0b77fd5da7cc28c952011575b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_30f9754c11e42bfe13fc0ca522ac0d56 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_fb9c0a58cfb1ab52a352eeddcc3afb58 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e01fb8b78e652c866e937e7c82b2832f = $(`&lt;div id=&quot;html_e01fb8b78e652c866e937e7c82b2832f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 5269.3028184844625&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_fb9c0a58cfb1ab52a352eeddcc3afb58.setContent(html_e01fb8b78e652c866e937e7c82b2832f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30f9754c11e42bfe13fc0ca522ac0d56.bindPopup(popup_fb9c0a58cfb1ab52a352eeddcc3afb58)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7d75f6aa8d48157f0d9d05aafac508b = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_299b857a08767a38d0edb48ce09252c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_37dd6ec0053fdd66b7ca136db2e6790d = $(`&lt;div id=&quot;html_37dd6ec0053fdd66b7ca136db2e6790d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 202.79180228832803&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_299b857a08767a38d0edb48ce09252c3.setContent(html_37dd6ec0053fdd66b7ca136db2e6790d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7d75f6aa8d48157f0d9d05aafac508b.bindPopup(popup_299b857a08767a38d0edb48ce09252c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_03906b106f23cc46ffd39b5e8d84e337 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#078400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#078400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_a3109cb55767916c1ce3e824a085b7ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff350b645736e2bac2006736ca2dc31c = $(`&lt;div id=&quot;html_ff350b645736e2bac2006736ca2dc31c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 1.5223149591402323&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a3109cb55767916c1ce3e824a085b7ab.setContent(html_ff350b645736e2bac2006736ca2dc31c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_03906b106f23cc46ffd39b5e8d84e337.bindPopup(popup_a3109cb55767916c1ce3e824a085b7ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_10295c611fa034ce169176c4c05f2f1a = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_ed6fa2e65c5bd9adadbb4ee7e5977d64 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2923983c7f2e8ee4b2b33093ab7d7617 = $(`&lt;div id=&quot;html_2923983c7f2e8ee4b2b33093ab7d7617&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 0.020706377764793588&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ed6fa2e65c5bd9adadbb4ee7e5977d64.setContent(html_2923983c7f2e8ee4b2b33093ab7d7617);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_10295c611fa034ce169176c4c05f2f1a.bindPopup(popup_ed6fa2e65c5bd9adadbb4ee7e5977d64)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f504116dc88a45f6db06f2548020851b = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0b8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0b8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_81deed0fe9744b01639191e3b8bffdf6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e22d6d22fc2e8efd8b1d528558e8aca = $(`&lt;div id=&quot;html_8e22d6d22fc2e8efd8b1d528558e8aca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 2.177090320706996&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_81deed0fe9744b01639191e3b8bffdf6.setContent(html_8e22d6d22fc2e8efd8b1d528558e8aca);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f504116dc88a45f6db06f2548020851b.bindPopup(popup_81deed0fe9744b01639191e3b8bffdf6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b11bd0fb48d3628401cb277353a8f530 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4ea700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4ea700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_2055200c1716c8e4723f239f07abf6aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_27c10a825d960676e45bb8bd7c6dcd80 = $(`&lt;div id=&quot;html_27c10a825d960676e45bb8bd7c6dcd80&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 15.373562744120708&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2055200c1716c8e4723f239f07abf6aa.setContent(html_27c10a825d960676e45bb8bd7c6dcd80);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b11bd0fb48d3628401cb277353a8f530.bindPopup(popup_2055200c1716c8e4723f239f07abf6aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f0cac0c425c78215a7d80ed68f4e7b2 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_8ccaba5db98e6fabeba7c8c28be67ad8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8cb08b467dd2e036581bb4ca2db7db3b = $(`&lt;div id=&quot;html_8cb08b467dd2e036581bb4ca2db7db3b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 201.78894558162207&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_8ccaba5db98e6fabeba7c8c28be67ad8.setContent(html_8cb08b467dd2e036581bb4ca2db7db3b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f0cac0c425c78215a7d80ed68f4e7b2.bindPopup(popup_8ccaba5db98e6fabeba7c8c28be67ad8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c0c5732d8a6fddea86d1ba1e7bdad019 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_32fa44bfe6b326f1b60e0895b0264037 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f878353e0412aea528551a0da3fa45e5 = $(`&lt;div id=&quot;html_f878353e0412aea528551a0da3fa45e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 130.47619270103712&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_32fa44bfe6b326f1b60e0895b0264037.setContent(html_f878353e0412aea528551a0da3fa45e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c0c5732d8a6fddea86d1ba1e7bdad019.bindPopup(popup_32fa44bfe6b326f1b60e0895b0264037)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c0977db6ea00db9c05ebe1c284691fb = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_6ef1bfec8cfa22e7dc35e0ee1472c19e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0612b48e441e16f2cae941e06814a47e = $(`&lt;div id=&quot;html_0612b48e441e16f2cae941e06814a47e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 190.45265626529257&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6ef1bfec8cfa22e7dc35e0ee1472c19e.setContent(html_0612b48e441e16f2cae941e06814a47e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c0977db6ea00db9c05ebe1c284691fb.bindPopup(popup_6ef1bfec8cfa22e7dc35e0ee1472c19e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e3d867343bc5d61b6cdc7a48ccdc316 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_2854af4c75407bcbb9e2f19df16558ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0485dc764a2ba8032e56fc2a39aa5fc = $(`&lt;div id=&quot;html_f0485dc764a2ba8032e56fc2a39aa5fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 257.5456526649364&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_2854af4c75407bcbb9e2f19df16558ec.setContent(html_f0485dc764a2ba8032e56fc2a39aa5fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e3d867343bc5d61b6cdc7a48ccdc316.bindPopup(popup_2854af4c75407bcbb9e2f19df16558ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d19a04e33526994fc317a0c30a2797e0 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aed700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aed700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_36c59197786238a43a59c526dbf584d7);\n",
              "        \n",
              "    \n",
              "        var popup_7a57d27e53c4e7b391503e6153e354be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_63cd65cfb3d3f2695ea624b7e723f107 = $(`&lt;div id=&quot;html_63cd65cfb3d3f2695ea624b7e723f107&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence: 34.078498547891805&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7a57d27e53c4e7b391503e6153e354be.setContent(html_63cd65cfb3d3f2695ea624b7e723f107);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d19a04e33526994fc317a0c30a2797e0.bindPopup(popup_7a57d27e53c4e7b391503e6153e354be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_1770bba4325b5d31e9c14772367bbad7 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_7d3a813af81dd70ad83e8a2f6b7e708f = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_98b67f98de114d836907d7681c54745a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a073b973478634d5714e03882df8b3d = $(`&lt;div id=&quot;html_6a073b973478634d5714e03882df8b3d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_98b67f98de114d836907d7681c54745a.setContent(html_6a073b973478634d5714e03882df8b3d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7d3a813af81dd70ad83e8a2f6b7e708f.bindPopup(popup_98b67f98de114d836907d7681c54745a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af5fe36e939f36d5a2166a1ba0f19900 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_2b5cecf9c50122dd8ef0364debafb92b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bc76394bae26efe11b7dc57af12157ae = $(`&lt;div id=&quot;html_bc76394bae26efe11b7dc57af12157ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 130.14186438118858&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_2b5cecf9c50122dd8ef0364debafb92b.setContent(html_bc76394bae26efe11b7dc57af12157ae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af5fe36e939f36d5a2166a1ba0f19900.bindPopup(popup_2b5cecf9c50122dd8ef0364debafb92b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2aa45d4cb3329a09e6fecf3dd48db802 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_7e0421b46cd3f5fe8d07fd2ce6c48747 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bdf525f2a1a4af027ffda91939757280 = $(`&lt;div id=&quot;html_bdf525f2a1a4af027ffda91939757280&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 123.94382458036507&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_7e0421b46cd3f5fe8d07fd2ce6c48747.setContent(html_bdf525f2a1a4af027ffda91939757280);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2aa45d4cb3329a09e6fecf3dd48db802.bindPopup(popup_7e0421b46cd3f5fe8d07fd2ce6c48747)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8db327e6fe1a5a9911dc2a3ac801aa34 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_0a736aad22a7ef772262d78ab7c08fbb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a7a8765cf65121028ee8df7f139b5d2 = $(`&lt;div id=&quot;html_2a7a8765cf65121028ee8df7f139b5d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.30436793492307485&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0a736aad22a7ef772262d78ab7c08fbb.setContent(html_2a7a8765cf65121028ee8df7f139b5d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8db327e6fe1a5a9911dc2a3ac801aa34.bindPopup(popup_0a736aad22a7ef772262d78ab7c08fbb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_60b458674c301b447389c5cc39d8264a = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_dc56b03730599bbfc2e19e2666305416 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5224f0789eb25709ecf9faaaae3d4ac0 = $(`&lt;div id=&quot;html_5224f0789eb25709ecf9faaaae3d4ac0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 507.3493302222334&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_dc56b03730599bbfc2e19e2666305416.setContent(html_5224f0789eb25709ecf9faaaae3d4ac0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_60b458674c301b447389c5cc39d8264a.bindPopup(popup_dc56b03730599bbfc2e19e2666305416)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_16ad01099b78e4d1a34ced54cf6acab7 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_f18072e02a77b8421bf0f8bd8c2a5f0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52647230ce94627aba338d5224f21994 = $(`&lt;div id=&quot;html_52647230ce94627aba338d5224f21994&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 806.4672370185724&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_f18072e02a77b8421bf0f8bd8c2a5f0e.setContent(html_52647230ce94627aba338d5224f21994);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_16ad01099b78e4d1a34ced54cf6acab7.bindPopup(popup_f18072e02a77b8421bf0f8bd8c2a5f0e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a529c52824cdb60f90af5013e4c54e64 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_9f8b67ccfcd701eaf23a3ac8897bb52e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd14d25ab9cd1dbdb609e396aa002af4 = $(`&lt;div id=&quot;html_fd14d25ab9cd1dbdb609e396aa002af4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 71.44181990019244&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9f8b67ccfcd701eaf23a3ac8897bb52e.setContent(html_fd14d25ab9cd1dbdb609e396aa002af4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a529c52824cdb60f90af5013e4c54e64.bindPopup(popup_9f8b67ccfcd701eaf23a3ac8897bb52e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06eb53e2cf93e90e8500fc4131725f89 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_061a20336a978cb912253f9f910f8660 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_934d9599c7e38d0f2a265eca6da4aa5a = $(`&lt;div id=&quot;html_934d9599c7e38d0f2a265eca6da4aa5a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 210.58864718789718&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_061a20336a978cb912253f9f910f8660.setContent(html_934d9599c7e38d0f2a265eca6da4aa5a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06eb53e2cf93e90e8500fc4131725f89.bindPopup(popup_061a20336a978cb912253f9f910f8660)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7703713b3421f1ee3071a900867279d = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3900ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3900ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_d35ef95ce38e2a0792c4f55979aa5c03 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_214c26c2c5380947641cc55e1b9250fe = $(`&lt;div id=&quot;html_214c26c2c5380947641cc55e1b9250fe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 88.72780251065866&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d35ef95ce38e2a0792c4f55979aa5c03.setContent(html_214c26c2c5380947641cc55e1b9250fe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7703713b3421f1ee3071a900867279d.bindPopup(popup_d35ef95ce38e2a0792c4f55979aa5c03)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb9b44e29ae69c986396b104d780fc74 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#45a200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#45a200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_17dceb7cbcc82c00621c50e9e9a5057d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9702aa25467449597f58c50fb5142954 = $(`&lt;div id=&quot;html_9702aa25467449597f58c50fb5142954&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 13.490204356464284&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_17dceb7cbcc82c00621c50e9e9a5057d.setContent(html_9702aa25467449597f58c50fb5142954);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb9b44e29ae69c986396b104d780fc74.bindPopup(popup_17dceb7cbcc82c00621c50e9e9a5057d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d816028386effb670459ae2f73a2cc07 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_27404216eee0f54fcf6ac8db1d392ff2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e25003d9d5d358068cad5f600aaea892 = $(`&lt;div id=&quot;html_e25003d9d5d358068cad5f600aaea892&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 105.5909279040293&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_27404216eee0f54fcf6ac8db1d392ff2.setContent(html_e25003d9d5d358068cad5f600aaea892);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d816028386effb670459ae2f73a2cc07.bindPopup(popup_27404216eee0f54fcf6ac8db1d392ff2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2ee4855ee0c621544b0b9a4cfcd70753 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#018100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#018100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_a9a07885bf169fa12c8cb3916427dcc6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2d73d61d0bcda7ce835639a85d0fc19a = $(`&lt;div id=&quot;html_2d73d61d0bcda7ce835639a85d0fc19a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.3063392979053394&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a9a07885bf169fa12c8cb3916427dcc6.setContent(html_2d73d61d0bcda7ce835639a85d0fc19a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2ee4855ee0c621544b0b9a4cfcd70753.bindPopup(popup_a9a07885bf169fa12c8cb3916427dcc6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7eee443fc334f01900868099ff046704 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3a9d00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3a9d00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_449b9c392f912a36dfc646ffc0301c07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_29262ca340ec96d5f0d0e1f38827314c = $(`&lt;div id=&quot;html_29262ca340ec96d5f0d0e1f38827314c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 11.463393356169046&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_449b9c392f912a36dfc646ffc0301c07.setContent(html_29262ca340ec96d5f0d0e1f38827314c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7eee443fc334f01900868099ff046704.bindPopup(popup_449b9c392f912a36dfc646ffc0301c07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_110e04543c5018e64d7091743af7cc55 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_d6a60ac0928733cbe3aefe18c3faa8be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_46238105c0981070a1267e0c0dc140ba = $(`&lt;div id=&quot;html_46238105c0981070a1267e0c0dc140ba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 152.446227542568&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d6a60ac0928733cbe3aefe18c3faa8be.setContent(html_46238105c0981070a1267e0c0dc140ba);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_110e04543c5018e64d7091743af7cc55.bindPopup(popup_d6a60ac0928733cbe3aefe18c3faa8be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_00764b6bbe8ae56448255ca9302b7f4d = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_3eb4839ca36a50e17c1584e49cf39979 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1000e6e79b2e7973a5ea0d700c7aa055 = $(`&lt;div id=&quot;html_1000e6e79b2e7973a5ea0d700c7aa055&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 83.15709055036109&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_3eb4839ca36a50e17c1584e49cf39979.setContent(html_1000e6e79b2e7973a5ea0d700c7aa055);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_00764b6bbe8ae56448255ca9302b7f4d.bindPopup(popup_3eb4839ca36a50e17c1584e49cf39979)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ebb996a6a8b6af04a09b73dbea3a8eae = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_6b32694cfa4b94960b4412befba33298 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f3958acfe138e0de933fb15641f83900 = $(`&lt;div id=&quot;html_f3958acfe138e0de933fb15641f83900&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 83.07423283722675&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_6b32694cfa4b94960b4412befba33298.setContent(html_f3958acfe138e0de933fb15641f83900);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ebb996a6a8b6af04a09b73dbea3a8eae.bindPopup(popup_6b32694cfa4b94960b4412befba33298)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a1c8310905d64cc72e5bfa03cf4cf095 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_84a36d06074f600dc4ad5bfcb187720b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_529ec24647c18b1d20213dfff804e378 = $(`&lt;div id=&quot;html_529ec24647c18b1d20213dfff804e378&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 61.20526563811798&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_84a36d06074f600dc4ad5bfcb187720b.setContent(html_529ec24647c18b1d20213dfff804e378);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a1c8310905d64cc72e5bfa03cf4cf095.bindPopup(popup_84a36d06074f600dc4ad5bfcb187720b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a610d535bb1f5c0bab257240958bfa5e = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_10b6ef1d280ba0c696b4480bbfd883de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c44060de0dd652430369e7cb1ee5f6e = $(`&lt;div id=&quot;html_0c44060de0dd652430369e7cb1ee5f6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 1367.3418935458835&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_10b6ef1d280ba0c696b4480bbfd883de.setContent(html_0c44060de0dd652430369e7cb1ee5f6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a610d535bb1f5c0bab257240958bfa5e.bindPopup(popup_10b6ef1d280ba0c696b4480bbfd883de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_910c09536ca63dae538e8f97d76eba45 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_6486cdb6b078c16f13a8e9014fc7c02c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59b36885245040478e80665b46fe9e0a = $(`&lt;div id=&quot;html_59b36885245040478e80665b46fe9e0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 253.1050677450975&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_6486cdb6b078c16f13a8e9014fc7c02c.setContent(html_59b36885245040478e80665b46fe9e0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_910c09536ca63dae538e8f97d76eba45.bindPopup(popup_6486cdb6b078c16f13a8e9014fc7c02c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46a35b4090d97098a07e96af6a208f6b = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_0b31d2809c920682e59080f1885f5337 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bc448f600295a7f5520fdad8ffe99de5 = $(`&lt;div id=&quot;html_bc448f600295a7f5520fdad8ffe99de5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_0b31d2809c920682e59080f1885f5337.setContent(html_bc448f600295a7f5520fdad8ffe99de5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46a35b4090d97098a07e96af6a208f6b.bindPopup(popup_0b31d2809c920682e59080f1885f5337)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_12b019d2000c8e0130256a33b4d5db19 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#83c200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#83c200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_cd2bbb191558283ec5f28698e9a237bb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_359e33a2f229154076247efaf8912164 = $(`&lt;div id=&quot;html_359e33a2f229154076247efaf8912164&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 25.70314157655686&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_cd2bbb191558283ec5f28698e9a237bb.setContent(html_359e33a2f229154076247efaf8912164);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_12b019d2000c8e0130256a33b4d5db19.bindPopup(popup_cd2bbb191558283ec5f28698e9a237bb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4984acae7f15953cc22cd333184b8ea0 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_711f25ada659aacc60157f85d1452df3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73f4a2e59b0c919032d443c80860a072 = $(`&lt;div id=&quot;html_73f4a2e59b0c919032d443c80860a072&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_711f25ada659aacc60157f85d1452df3.setContent(html_73f4a2e59b0c919032d443c80860a072);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4984acae7f15953cc22cd333184b8ea0.bindPopup(popup_711f25ada659aacc60157f85d1452df3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_99d153592a839076c394c8ad8650bd9f = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_6e864736d2866b1ad80628831e008110 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc67a9eecda99543a6110d6cc35401a3 = $(`&lt;div id=&quot;html_dc67a9eecda99543a6110d6cc35401a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 349.89530985023987&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_6e864736d2866b1ad80628831e008110.setContent(html_dc67a9eecda99543a6110d6cc35401a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_99d153592a839076c394c8ad8650bd9f.bindPopup(popup_6e864736d2866b1ad80628831e008110)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_271bc3c844695296feef0eef85c23b65 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_ea32fd22d389a12336245530c0a256e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6bd85e22887980fd1bf7f28bc47def30 = $(`&lt;div id=&quot;html_6bd85e22887980fd1bf7f28bc47def30&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 10.845536965556661&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_ea32fd22d389a12336245530c0a256e2.setContent(html_6bd85e22887980fd1bf7f28bc47def30);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_271bc3c844695296feef0eef85c23b65.bindPopup(popup_ea32fd22d389a12336245530c0a256e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e2252e68bd27ed9eb36bc56667be3b1 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_57ea8a125b493cc35585174c084510d7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_400ab6c4455abb17dbf2932488c00135 = $(`&lt;div id=&quot;html_400ab6c4455abb17dbf2932488c00135&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 203.52558579846814&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_57ea8a125b493cc35585174c084510d7.setContent(html_400ab6c4455abb17dbf2932488c00135);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e2252e68bd27ed9eb36bc56667be3b1.bindPopup(popup_57ea8a125b493cc35585174c084510d7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8ddbd5040f78828b99fd972652106bbd = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_28ee27c9367277aa0a7a02fdb5fcf396 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9ec7235e59ab9703b5ad632865e383c6 = $(`&lt;div id=&quot;html_9ec7235e59ab9703b5ad632865e383c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 65.16149881083294&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_28ee27c9367277aa0a7a02fdb5fcf396.setContent(html_9ec7235e59ab9703b5ad632865e383c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8ddbd5040f78828b99fd972652106bbd.bindPopup(popup_28ee27c9367277aa0a7a02fdb5fcf396)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_124608c73e2ef42f79f2095cde40e519 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_fad7c197225371f61a0b37c4540fb972 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_356bf956e10d88aa5d085d06d6e5a9dd = $(`&lt;div id=&quot;html_356bf956e10d88aa5d085d06d6e5a9dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 396.07887050254976&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_fad7c197225371f61a0b37c4540fb972.setContent(html_356bf956e10d88aa5d085d06d6e5a9dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_124608c73e2ef42f79f2095cde40e519.bindPopup(popup_fad7c197225371f61a0b37c4540fb972)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0ea90840ca98df3b42e82a8fb8c839df = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_1dc7456289c5eac18a79fdc6c502bd60 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_729040d012a6f1d157c237a3df87e854 = $(`&lt;div id=&quot;html_729040d012a6f1d157c237a3df87e854&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 10.936705891551664&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1dc7456289c5eac18a79fdc6c502bd60.setContent(html_729040d012a6f1d157c237a3df87e854);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0ea90840ca98df3b42e82a8fb8c839df.bindPopup(popup_1dc7456289c5eac18a79fdc6c502bd60)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_85b8ae8622671304c6a5c9d1b65968ec = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#79bc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#79bc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_73d2cef44a29c0602f6af9b3d6e81214 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2f17162196b5eb450740ffd937748b87 = $(`&lt;div id=&quot;html_2f17162196b5eb450740ffd937748b87&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 23.695448743830738&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_73d2cef44a29c0602f6af9b3d6e81214.setContent(html_2f17162196b5eb450740ffd937748b87);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_85b8ae8622671304c6a5c9d1b65968ec.bindPopup(popup_73d2cef44a29c0602f6af9b3d6e81214)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b04b1ffc316818f041de43b41585b8a2 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_0bc41b1cd4e05b5a0d851be2838a857c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7265cc5f723566fa728a2491dd0ecfb8 = $(`&lt;div id=&quot;html_7265cc5f723566fa728a2491dd0ecfb8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 3691.920952290419&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_0bc41b1cd4e05b5a0d851be2838a857c.setContent(html_7265cc5f723566fa728a2491dd0ecfb8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b04b1ffc316818f041de43b41585b8a2.bindPopup(popup_0bc41b1cd4e05b5a0d851be2838a857c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2df1cb505e87390cbec2fd5854319b51 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_2d325db3f899fc47756d4313073e7bba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1f637e620a45ff6337579203cf9379f4 = $(`&lt;div id=&quot;html_1f637e620a45ff6337579203cf9379f4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 236.89973449117971&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_2d325db3f899fc47756d4313073e7bba.setContent(html_1f637e620a45ff6337579203cf9379f4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2df1cb505e87390cbec2fd5854319b51.bindPopup(popup_2d325db3f899fc47756d4313073e7bba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2a9918d02e5e1ba3e03eb40d2e362cf0 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0c8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0c8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_e33583db507b0b4e1136da85999c490f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be8aca0b08c52be0ed94375377092158 = $(`&lt;div id=&quot;html_be8aca0b08c52be0ed94375377092158&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 2.4927154121218815&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_e33583db507b0b4e1136da85999c490f.setContent(html_be8aca0b08c52be0ed94375377092158);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2a9918d02e5e1ba3e03eb40d2e362cf0.bindPopup(popup_e33583db507b0b4e1136da85999c490f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a24ed81dd99a30bd6304889c50c4e99 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_f4b701b2fa96ce84d9836757352e9a87 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7214fd4b4fbd23d5e9581b1e1acd2ab = $(`&lt;div id=&quot;html_a7214fd4b4fbd23d5e9581b1e1acd2ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.07661867722665697&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f4b701b2fa96ce84d9836757352e9a87.setContent(html_a7214fd4b4fbd23d5e9581b1e1acd2ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a24ed81dd99a30bd6304889c50c4e99.bindPopup(popup_f4b701b2fa96ce84d9836757352e9a87)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4ddc61dc85580fe292f7acf6c8f70e8f = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_a6a1ae0525639187adefa2013400fb4a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5287ea8a392f4fe7e9f67e7e29dc9d01 = $(`&lt;div id=&quot;html_5287ea8a392f4fe7e9f67e7e29dc9d01&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 0.6884987988095179&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a6a1ae0525639187adefa2013400fb4a.setContent(html_5287ea8a392f4fe7e9f67e7e29dc9d01);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4ddc61dc85580fe292f7acf6c8f70e8f.bindPopup(popup_a6a1ae0525639187adefa2013400fb4a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fe086ceace6d64e6c5f93bb677e81f82 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4aa500ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4aa500ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_9d2afb374065b74b8db3aa658631a8e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24df90adbe8ddf1a2f552bd88a1cf240 = $(`&lt;div id=&quot;html_24df90adbe8ddf1a2f552bd88a1cf240&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 14.60275115257778&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_9d2afb374065b74b8db3aa658631a8e2.setContent(html_24df90adbe8ddf1a2f552bd88a1cf240);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fe086ceace6d64e6c5f93bb677e81f82.bindPopup(popup_9d2afb374065b74b8db3aa658631a8e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_585697fb4396607e947e1f0ad4c9d859 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_820b5996068a03c1aec6a06ee8885d07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26d64dba24d23432c7cdea3a5efcc5e4 = $(`&lt;div id=&quot;html_26d64dba24d23432c7cdea3a5efcc5e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 227.9275960881066&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_820b5996068a03c1aec6a06ee8885d07.setContent(html_26d64dba24d23432c7cdea3a5efcc5e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_585697fb4396607e947e1f0ad4c9d859.bindPopup(popup_820b5996068a03c1aec6a06ee8885d07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bbffd77036b9c85892ca1d6d2a6a1017 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_c6a1d2b8026a4f560a9573bd3c56b969 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e2376e9e9a2c9ae9ed8b2919cf5cd58e = $(`&lt;div id=&quot;html_e2376e9e9a2c9ae9ed8b2919cf5cd58e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 149.43383206110528&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_c6a1d2b8026a4f560a9573bd3c56b969.setContent(html_e2376e9e9a2c9ae9ed8b2919cf5cd58e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bbffd77036b9c85892ca1d6d2a6a1017.bindPopup(popup_c6a1d2b8026a4f560a9573bd3c56b969)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d785579e8f8b01d74330d93fd2045601 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_3fbae3d8501600709df996374b31b022 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d2dd4a95c965cabff03be9fca6273ee = $(`&lt;div id=&quot;html_1d2dd4a95c965cabff03be9fca6273ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 242.20758697046287&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_3fbae3d8501600709df996374b31b022.setContent(html_1d2dd4a95c965cabff03be9fca6273ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d785579e8f8b01d74330d93fd2045601.bindPopup(popup_3fbae3d8501600709df996374b31b022)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dd49a527a79faf1ac3bfbd4675088a81 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_9ebded592b3a288b45adb702525d0a24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f5b44f5ccdda3c197d909ed71800f98a = $(`&lt;div id=&quot;html_f5b44f5ccdda3c197d909ed71800f98a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 289.32419778645465&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_9ebded592b3a288b45adb702525d0a24.setContent(html_f5b44f5ccdda3c197d909ed71800f98a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dd49a527a79faf1ac3bfbd4675088a81.bindPopup(popup_9ebded592b3a288b45adb702525d0a24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0e39de37b5d7c125d91aff89f7a70eca = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6fb700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6fb700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_1770bba4325b5d31e9c14772367bbad7);\n",
              "        \n",
              "    \n",
              "        var popup_99303b2cf3f3ca131d9b47969ceb28ce = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6386d3c501a0d4201c239149bdf9dffa = $(`&lt;div id=&quot;html_6386d3c501a0d4201c239149bdf9dffa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence: 21.726245829154184&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_99303b2cf3f3ca131d9b47969ceb28ce.setContent(html_6386d3c501a0d4201c239149bdf9dffa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0e39de37b5d7c125d91aff89f7a70eca.bindPopup(popup_99303b2cf3f3ca131d9b47969ceb28ce)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_0c0f0975a00c1a2d316503bb27254e9f = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "    \n",
              "            var circle_marker_d5c8d522b43fba5f239e9d7d83e34a84 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_7939b393c77b62792babc837c6312cf8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4671420298d7cf4df77957dedf87b0a = $(`&lt;div id=&quot;html_f4671420298d7cf4df77957dedf87b0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_7939b393c77b62792babc837c6312cf8.setContent(html_f4671420298d7cf4df77957dedf87b0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5c8d522b43fba5f239e9d7d83e34a84.bindPopup(popup_7939b393c77b62792babc837c6312cf8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dd5926d65aadc8bf32f81d6bf9337352 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_e30b04ef3a3a23e8c26fe836f5d89f0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64bbb1571df9205894a862bfafb63e28 = $(`&lt;div id=&quot;html_64bbb1571df9205894a862bfafb63e28&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 128.27103567894576&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_e30b04ef3a3a23e8c26fe836f5d89f0e.setContent(html_64bbb1571df9205894a862bfafb63e28);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dd5926d65aadc8bf32f81d6bf9337352.bindPopup(popup_e30b04ef3a3a23e8c26fe836f5d89f0e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7e5e3d431ecf78f0559e5f516519b3b4 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_704d90f31728ac7b97e1c21c03984157 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8334559d0c2ca555cbe0e3db989406ab = $(`&lt;div id=&quot;html_8334559d0c2ca555cbe0e3db989406ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 152.97540808529678&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_704d90f31728ac7b97e1c21c03984157.setContent(html_8334559d0c2ca555cbe0e3db989406ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7e5e3d431ecf78f0559e5f516519b3b4.bindPopup(popup_704d90f31728ac7b97e1c21c03984157)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3e75ad7202ba7234b2ec39e2585d6a9 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#048200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#048200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_34915f63e508b354decd7b4b4e827965 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e74208c2cfd5ea72814c53bae7de7cc8 = $(`&lt;div id=&quot;html_e74208c2cfd5ea72814c53bae7de7cc8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 0.7910601871898212&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_34915f63e508b354decd7b4b4e827965.setContent(html_e74208c2cfd5ea72814c53bae7de7cc8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3e75ad7202ba7234b2ec39e2585d6a9.bindPopup(popup_34915f63e508b354decd7b4b4e827965)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c5b29ffadf7448e2c4089284e45ddfa1 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_a57f6eae952e794066d13f19c0e807c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_731623c196e26d0a0b3b04fdfcd2f33e = $(`&lt;div id=&quot;html_731623c196e26d0a0b3b04fdfcd2f33e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 517.0139350664842&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_a57f6eae952e794066d13f19c0e807c8.setContent(html_731623c196e26d0a0b3b04fdfcd2f33e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c5b29ffadf7448e2c4089284e45ddfa1.bindPopup(popup_a57f6eae952e794066d13f19c0e807c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b0a7bd1519156d53099e7b08cf0e594f = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_08282693a279263e7f5b361c4db54c9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c5a7268a929a5417c20ba1462a86e00d = $(`&lt;div id=&quot;html_c5a7268a929a5417c20ba1462a86e00d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 757.8091097443229&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_08282693a279263e7f5b361c4db54c9c.setContent(html_c5a7268a929a5417c20ba1462a86e00d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b0a7bd1519156d53099e7b08cf0e594f.bindPopup(popup_08282693a279263e7f5b361c4db54c9c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6bd6b4d1f087a935e19ab4a09fa1dfb0 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffeb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffeb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_fd3aa2eec92f163592082c2f322dd6ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_752b95d5cdadb13a9811bf5055c592f4 = $(`&lt;div id=&quot;html_752b95d5cdadb13a9811bf5055c592f4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 54.00570757868767&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_fd3aa2eec92f163592082c2f322dd6ae.setContent(html_752b95d5cdadb13a9811bf5055c592f4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6bd6b4d1f087a935e19ab4a09fa1dfb0.bindPopup(popup_fd3aa2eec92f163592082c2f322dd6ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_88b3f35ccde89075d8dd0bfe20ceda06 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7700ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7700ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_65e5c8d3fb0025fb8574da6029973d27 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ca75a513a3cd6c547dfc1c046d12e1c8 = $(`&lt;div id=&quot;html_ca75a513a3cd6c547dfc1c046d12e1c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 76.71180075172998&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_65e5c8d3fb0025fb8574da6029973d27.setContent(html_ca75a513a3cd6c547dfc1c046d12e1c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_88b3f35ccde89075d8dd0bfe20ceda06.bindPopup(popup_65e5c8d3fb0025fb8574da6029973d27)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d89d2233483c2ebdc4833687ac4c2cb9 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_a4fb0d1c8f9009730fa0b7988144d50d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c49c65f1a58a4b6292c6ea75b84eef31 = $(`&lt;div id=&quot;html_c49c65f1a58a4b6292c6ea75b84eef31&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 130.08001387257121&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_a4fb0d1c8f9009730fa0b7988144d50d.setContent(html_c49c65f1a58a4b6292c6ea75b84eef31);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d89d2233483c2ebdc4833687ac4c2cb9.bindPopup(popup_a4fb0d1c8f9009730fa0b7988144d50d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8963789d582b833716951259e02a815e = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#48a400ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#48a400ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_b0987696e855548aad992706a3bb2026 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_40e49685a55e177a410ef063fbbff16f = $(`&lt;div id=&quot;html_40e49685a55e177a410ef063fbbff16f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 14.10357102687571&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_b0987696e855548aad992706a3bb2026.setContent(html_40e49685a55e177a410ef063fbbff16f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8963789d582b833716951259e02a815e.bindPopup(popup_b0987696e855548aad992706a3bb2026)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a421cce331706877d70351eeb5d34b41 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379c00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379c00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_f39a73aaeb2e91343d52125ded50796a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b356f79b9678e4cd4ab087c1ea97e689 = $(`&lt;div id=&quot;html_b356f79b9678e4cd4ab087c1ea97e689&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 10.839639510468782&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_f39a73aaeb2e91343d52125ded50796a.setContent(html_b356f79b9678e4cd4ab087c1ea97e689);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a421cce331706877d70351eeb5d34b41.bindPopup(popup_f39a73aaeb2e91343d52125ded50796a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd77cce547fdda8a62d06c760ba840ae = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#038200ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#038200ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_1ee12bca964eb0d81192faea39b797fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd74a452050eaf1737b0393bfc56b34e = $(`&lt;div id=&quot;html_fd74a452050eaf1737b0393bfc56b34e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 0.628805183300185&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1ee12bca964eb0d81192faea39b797fa.setContent(html_fd74a452050eaf1737b0393bfc56b34e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd77cce547fdda8a62d06c760ba840ae.bindPopup(popup_1ee12bca964eb0d81192faea39b797fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd43311d1410f5e1f809f57139e14ba6 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#54aa00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#54aa00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_555662f0825d23c6e7ed2c2ec7be53fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d33ea2d5b7839db7b513264e69d768b2 = $(`&lt;div id=&quot;html_d33ea2d5b7839db7b513264e69d768b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 16.46750443296585&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_555662f0825d23c6e7ed2c2ec7be53fe.setContent(html_d33ea2d5b7839db7b513264e69d768b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd43311d1410f5e1f809f57139e14ba6.bindPopup(popup_555662f0825d23c6e7ed2c2ec7be53fe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fce15ae5509e5449f4853246c95c2d4c = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_4e88bbe8d84de96f419c80d93a67f822 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a43d758fc5b802bf5824fb48e8ec41c7 = $(`&lt;div id=&quot;html_a43d758fc5b802bf5824fb48e8ec41c7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 184.77058401518724&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_4e88bbe8d84de96f419c80d93a67f822.setContent(html_a43d758fc5b802bf5824fb48e8ec41c7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fce15ae5509e5449f4853246c95c2d4c.bindPopup(popup_4e88bbe8d84de96f419c80d93a67f822)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2fa23d9b8fd39d752be90aae20dbef64 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_604406ea4654fc67575cc1190aa493e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80e5a4232cf682ddac8df746de32f9ec = $(`&lt;div id=&quot;html_80e5a4232cf682ddac8df746de32f9ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 109.08798444283289&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_604406ea4654fc67575cc1190aa493e3.setContent(html_80e5a4232cf682ddac8df746de32f9ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2fa23d9b8fd39d752be90aae20dbef64.bindPopup(popup_604406ea4654fc67575cc1190aa493e3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_60b1c251b62301b6ea5597bb144b1ae8 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fcfe00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fcfe00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_05997f0e33c5d6c7394ea79605ab8c5b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f38e21f30754d98240958e8309a6f90d = $(`&lt;div id=&quot;html_f38e21f30754d98240958e8309a6f90d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 49.39074148352028&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_05997f0e33c5d6c7394ea79605ab8c5b.setContent(html_f38e21f30754d98240958e8309a6f90d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_60b1c251b62301b6ea5597bb144b1ae8.bindPopup(popup_05997f0e33c5d6c7394ea79605ab8c5b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f78c88ab16823660d7bca8d251ace1e5 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9a00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9a00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_36f1214b1151d3a772f3c8b4f1ead85a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e1da5efbe09a1293e07a61148b3063d = $(`&lt;div id=&quot;html_5e1da5efbe09a1293e07a61148b3063d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 69.8674803496607&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_36f1214b1151d3a772f3c8b4f1ead85a.setContent(html_5e1da5efbe09a1293e07a61148b3063d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f78c88ab16823660d7bca8d251ace1e5.bindPopup(popup_36f1214b1151d3a772f3c8b4f1ead85a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2c12fb9702d9cea9db6b70d47149afb1 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_13cd2a8c43c6ebba832e36095cf4032c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d83d6276069bc872737ab27e7a241b2e = $(`&lt;div id=&quot;html_d83d6276069bc872737ab27e7a241b2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 1575.534974617816&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_13cd2a8c43c6ebba832e36095cf4032c.setContent(html_d83d6276069bc872737ab27e7a241b2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2c12fb9702d9cea9db6b70d47149afb1.bindPopup(popup_13cd2a8c43c6ebba832e36095cf4032c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8e97bba02864a784d520352d50e7c052 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_324e45efc97774695abc54a76f619951 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_326217003f438f50bf1025761d500145 = $(`&lt;div id=&quot;html_326217003f438f50bf1025761d500145&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 371.9210420814109&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_324e45efc97774695abc54a76f619951.setContent(html_326217003f438f50bf1025761d500145);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8e97bba02864a784d520352d50e7c052.bindPopup(popup_324e45efc97774695abc54a76f619951)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3f4c5dfdd053768bd5c15b6a17c74f5 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_1b5b51e1a89fb187d1e388fc40e778ff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a4e6de890a8d7f47c58a1bfd77c33bbc = $(`&lt;div id=&quot;html_a4e6de890a8d7f47c58a1bfd77c33bbc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_1b5b51e1a89fb187d1e388fc40e778ff.setContent(html_a4e6de890a8d7f47c58a1bfd77c33bbc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3f4c5dfdd053768bd5c15b6a17c74f5.bindPopup(popup_1b5b51e1a89fb187d1e388fc40e778ff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9571e590127c9dcd0682481e69d1a0c7 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b6db00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b6db00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_38f1680c8d5e6ce4c1da0a00217a75db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f94a0870c04b3a34dff9a0a5cb8d86b5 = $(`&lt;div id=&quot;html_f94a0870c04b3a34dff9a0a5cb8d86b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 35.73730866210803&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_38f1680c8d5e6ce4c1da0a00217a75db.setContent(html_f94a0870c04b3a34dff9a0a5cb8d86b5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9571e590127c9dcd0682481e69d1a0c7.bindPopup(popup_38f1680c8d5e6ce4c1da0a00217a75db)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d9abe47728dc1881663ed70e39fcbd1a = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#008000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#008000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_a50caa1eb67b5f9e10a9a8fdff6ecbe9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d872e5ea81f77bec9699540f6629c63 = $(`&lt;div id=&quot;html_1d872e5ea81f77bec9699540f6629c63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 0.0&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a50caa1eb67b5f9e10a9a8fdff6ecbe9.setContent(html_1d872e5ea81f77bec9699540f6629c63);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d9abe47728dc1881663ed70e39fcbd1a.bindPopup(popup_a50caa1eb67b5f9e10a9a8fdff6ecbe9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0a7ab034d45a1feb5d8fa731e6641e06 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_190b1af4644484c44202d0a8587e0bde = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_11944963b957dad65f89ea10b3fd4118 = $(`&lt;div id=&quot;html_11944963b957dad65f89ea10b3fd4118&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 346.26512293327687&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_190b1af4644484c44202d0a8587e0bde.setContent(html_11944963b957dad65f89ea10b3fd4118);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0a7ab034d45a1feb5d8fa731e6641e06.bindPopup(popup_190b1af4644484c44202d0a8587e0bde)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2f46ed265c122330799a387c4d074b05 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#75bb00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#75bb00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_066589dfc5fbcfd8cd2eededd4dc885a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb72e1274a7fa61c6776bc5c14c3fa3f = $(`&lt;div id=&quot;html_bb72e1274a7fa61c6776bc5c14c3fa3f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 22.95082244535287&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_066589dfc5fbcfd8cd2eededd4dc885a.setContent(html_bb72e1274a7fa61c6776bc5c14c3fa3f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2f46ed265c122330799a387c4d074b05.bindPopup(popup_066589dfc5fbcfd8cd2eededd4dc885a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_51ecce6f8b9b5dc25392afd5e3408018 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_845fa76bf545e99cecae4d8fc6ab41e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b365c57ef84b85346d722ff65d3aedfe = $(`&lt;div id=&quot;html_b365c57ef84b85346d722ff65d3aedfe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 127.02538908732858&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_845fa76bf545e99cecae4d8fc6ab41e9.setContent(html_b365c57ef84b85346d722ff65d3aedfe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_51ecce6f8b9b5dc25392afd5e3408018.bindPopup(popup_845fa76bf545e99cecae4d8fc6ab41e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e74841f93443578fd0499bca4f570ca = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcc00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcc00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_f9f1b822c6d0f7d002d3b52dab3a1874 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09ff00b83596524e6d9213c0cefa837f = $(`&lt;div id=&quot;html_09ff00b83596524e6d9213c0cefa837f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 60.154827977834174&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_f9f1b822c6d0f7d002d3b52dab3a1874.setContent(html_09ff00b83596524e6d9213c0cefa837f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e74841f93443578fd0499bca4f570ca.bindPopup(popup_f9f1b822c6d0f7d002d3b52dab3a1874)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_edff4e0f7c7803acbe8aac0c91e41741 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_df19f52664169720884c924208aa4aef = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5af06a8c4593da9d95978637f697d04a = $(`&lt;div id=&quot;html_5af06a8c4593da9d95978637f697d04a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 360.8626874528989&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_df19f52664169720884c924208aa4aef.setContent(html_5af06a8c4593da9d95978637f697d04a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_edff4e0f7c7803acbe8aac0c91e41741.bindPopup(popup_df19f52664169720884c924208aa4aef)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_719254ef7a82b480b1873f9bc8dd1f43 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#379b00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#379b00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_46d032bd251d4e57b445ff03d358abcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_caed0b6c9d0a1f385e3796905845f6a2 = $(`&lt;div id=&quot;html_caed0b6c9d0a1f385e3796905845f6a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 10.762560326097407&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_46d032bd251d4e57b445ff03d358abcf.setContent(html_caed0b6c9d0a1f385e3796905845f6a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_719254ef7a82b480b1873f9bc8dd1f43.bindPopup(popup_46d032bd251d4e57b445ff03d358abcf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_db564ec3f35c0f9d1fd8b44f8deca972 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#85c300ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#85c300ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_d09cdcd2fb1d4d99feeb0873bbd64a6c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a86f6bbc972b5548f16f3b4c059a24a = $(`&lt;div id=&quot;html_9a86f6bbc972b5548f16f3b4c059a24a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 26.105779383581766&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_d09cdcd2fb1d4d99feeb0873bbd64a6c.setContent(html_9a86f6bbc972b5548f16f3b4c059a24a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_db564ec3f35c0f9d1fd8b44f8deca972.bindPopup(popup_d09cdcd2fb1d4d99feeb0873bbd64a6c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4308166f13dd76158aafb7cd3fdf0406 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_87e014344aad5416ec6483f1625c12cb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3802cef3181ecd41db0ea76f5f85302e = $(`&lt;div id=&quot;html_3802cef3181ecd41db0ea76f5f85302e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 4128.689627828845&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_87e014344aad5416ec6483f1625c12cb.setContent(html_3802cef3181ecd41db0ea76f5f85302e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4308166f13dd76158aafb7cd3fdf0406.bindPopup(popup_87e014344aad5416ec6483f1625c12cb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_86dfc26749ba2160ec254a511226f034 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_530d0ac81a2f7c2c49efb28993029647 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_557a1c6b1eb53dc00117e6a551f2317b = $(`&lt;div id=&quot;html_557a1c6b1eb53dc00117e6a551f2317b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 215.07287792418558&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_530d0ac81a2f7c2c49efb28993029647.setContent(html_557a1c6b1eb53dc00117e6a551f2317b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_86dfc26749ba2160ec254a511226f034.bindPopup(popup_530d0ac81a2f7c2c49efb28993029647)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21903da73e014ae71ba4ed22efa5342d = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0c8600ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0c8600ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_d4947f8deb68e3d958940cf75451e71a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_08cefb37834cbbd87f73b4aaa0bedae2 = $(`&lt;div id=&quot;html_08cefb37834cbbd87f73b4aaa0bedae2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 2.3639314835267857&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_d4947f8deb68e3d958940cf75451e71a.setContent(html_08cefb37834cbbd87f73b4aaa0bedae2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21903da73e014ae71ba4ed22efa5342d.bindPopup(popup_d4947f8deb68e3d958940cf75451e71a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a830319ba16e6bcb50b51c3e7caef051 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#028100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#028100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_a313851168b19146a6be1172748d6140 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a87ac8c9c99f3027fb504e6791caaff = $(`&lt;div id=&quot;html_4a87ac8c9c99f3027fb504e6791caaff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 0.3975374183838484&lt;br&gt;Category: Low&lt;/div&gt;`)[0];\n",
              "                popup_a313851168b19146a6be1172748d6140.setContent(html_4a87ac8c9c99f3027fb504e6791caaff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a830319ba16e6bcb50b51c3e7caef051.bindPopup(popup_a313851168b19146a6be1172748d6140)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3cdfa57796e68c1e420e1741dd9c09f0 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_0089e17054992c28fcb80a2a6f271877 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6940b10e10b781666c01aee80f327783 = $(`&lt;div id=&quot;html_6940b10e10b781666c01aee80f327783&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 139.610944635627&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_0089e17054992c28fcb80a2a6f271877.setContent(html_6940b10e10b781666c01aee80f327783);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3cdfa57796e68c1e420e1741dd9c09f0.bindPopup(popup_0089e17054992c28fcb80a2a6f271877)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3be36cc7709fd151de3581f8f4df547e = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5aad00ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5aad00ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_10c1d150c26f82df775d9af6b7240e2c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e74987efd0fa66e7356171bde236e6b2 = $(`&lt;div id=&quot;html_e74987efd0fa66e7356171bde236e6b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 17.720797639557375&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_10c1d150c26f82df775d9af6b7240e2c.setContent(html_e74987efd0fa66e7356171bde236e6b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3be36cc7709fd151de3581f8f4df547e.bindPopup(popup_10c1d150c26f82df775d9af6b7240e2c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d28778879fc4c012a682de546d5cd6a6 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_62ecd886102bae793aa88be00803a9a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_21d1456163f21a21819358946fa18388 = $(`&lt;div id=&quot;html_21d1456163f21a21819358946fa18388&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 223.5607831351767&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_62ecd886102bae793aa88be00803a9a9.setContent(html_21d1456163f21a21819358946fa18388);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d28778879fc4c012a682de546d5cd6a6.bindPopup(popup_62ecd886102bae793aa88be00803a9a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d82ef70129ff58e342a9ee08feb41aa9 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_34e88c0469e2e9f30139b654eade4744 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f412af10c4d65fb105bb99c4c99dc77e = $(`&lt;div id=&quot;html_f412af10c4d65fb105bb99c4c99dc77e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 148.6335750847716&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_34e88c0469e2e9f30139b654eade4744.setContent(html_f412af10c4d65fb105bb99c4c99dc77e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d82ef70129ff58e342a9ee08feb41aa9.bindPopup(popup_34e88c0469e2e9f30139b654eade4744)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8719a89ec8a543bbd15eaa2a712038ac = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_c000eb6968b433e9306d7dd40c9a36fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a23ac90a881b8366bcb7f66608f974a7 = $(`&lt;div id=&quot;html_a23ac90a881b8366bcb7f66608f974a7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 290.77195614882066&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_c000eb6968b433e9306d7dd40c9a36fc.setContent(html_a23ac90a881b8366bcb7f66608f974a7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8719a89ec8a543bbd15eaa2a712038ac.bindPopup(popup_c000eb6968b433e9306d7dd40c9a36fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_03c05fb5d002ec9b582cfe43c241e815 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_86e58f7492b8f4580a43b738c764e3c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_94b3af01111299d767382108c18d473c = $(`&lt;div id=&quot;html_94b3af01111299d767382108c18d473c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 318.2808308957759&lt;br&gt;Category: High&lt;/div&gt;`)[0];\n",
              "                popup_86e58f7492b8f4580a43b738c764e3c0.setContent(html_94b3af01111299d767382108c18d473c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_03c05fb5d002ec9b582cfe43c241e815.bindPopup(popup_86e58f7492b8f4580a43b738c764e3c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_062be11d8a7edd995c521ceeac53f598 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a2d100ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a2d100ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_0c0f0975a00c1a2d316503bb27254e9f);\n",
              "        \n",
              "    \n",
              "        var popup_ae5b15f2b4c830648afe88b069cff3c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e7d29459400fc920527b3404e413539f = $(`&lt;div id=&quot;html_e7d29459400fc920527b3404e413539f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence: 31.69309192581625&lt;br&gt;Category: Medium&lt;/div&gt;`)[0];\n",
              "                popup_ae5b15f2b4c830648afe88b069cff3c8.setContent(html_e7d29459400fc920527b3404e413539f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_062be11d8a7edd995c521ceeac53f598.bindPopup(popup_ae5b15f2b4c830648afe88b069cff3c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "    var color_map_60f69f7d7babf1259183035465c1d03a = {};\n",
              "\n",
              "    \n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.color = d3.scale.threshold()\n",
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              "    \n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.x = d3.scale.linear()\n",
              "              .domain([0.0, 100.0])\n",
              "              .range([0, 450 - 50]);\n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.legend = L.control({position: &#x27;topright&#x27;});\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.legend.addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.xAxis = d3.svg.axis()\n",
              "        .scale(color_map_60f69f7d7babf1259183035465c1d03a.x)\n",
              "        .orient(&quot;top&quot;)\n",
              "        .tickSize(1)\n",
              "        .tickValues([0.0, 50.0, 100.0]);\n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
              "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
              "        .attr(&quot;width&quot;, 450)\n",
              "        .attr(&quot;height&quot;, 40);\n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.g = color_map_60f69f7d7babf1259183035465c1d03a.svg.append(&quot;g&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
              "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.g.selectAll(&quot;rect&quot;)\n",
              "        .data(color_map_60f69f7d7babf1259183035465c1d03a.color.range().map(function(d, i) {\n",
              "          return {\n",
              "            x0: i ? color_map_60f69f7d7babf1259183035465c1d03a.x(color_map_60f69f7d7babf1259183035465c1d03a.color.domain()[i - 1]) : color_map_60f69f7d7babf1259183035465c1d03a.x.range()[0],\n",
              "            x1: i &lt; color_map_60f69f7d7babf1259183035465c1d03a.color.domain().length ? color_map_60f69f7d7babf1259183035465c1d03a.x(color_map_60f69f7d7babf1259183035465c1d03a.color.domain()[i]) : color_map_60f69f7d7babf1259183035465c1d03a.x.range()[1],\n",
              "            z: d\n",
              "          };\n",
              "        }))\n",
              "      .enter().append(&quot;rect&quot;)\n",
              "        .attr(&quot;height&quot;, 40 - 30)\n",
              "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
              "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
              "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
              "\n",
              "    color_map_60f69f7d7babf1259183035465c1d03a.g.call(color_map_60f69f7d7babf1259183035465c1d03a.xAxis).append(&quot;text&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
              "        .attr(&quot;y&quot;, 21)\n",
              "        .text(&quot;Incidence Rate&quot;);\n",
              "    \n",
              "            var layer_control_567c987e1972e8286b7522666062997c = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_ea92d6989afeb7532d1973198f54f9c9,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;2007-01-01T00:00:00.000000000&quot; : feature_group_2a33e1ad4bb7b5a860f9bc90a4b47f68,\n",
              "                    &quot;2008-01-01T00:00:00.000000000&quot; : feature_group_877a32718ec871b2ca8298a1c1c49e58,\n",
              "                    &quot;2009-01-01T00:00:00.000000000&quot; : feature_group_4a4f4e7720fd940926003c124860ab82,\n",
              "                    &quot;2010-01-01T00:00:00.000000000&quot; : feature_group_d1193411347763ebd59690b45819255f,\n",
              "                    &quot;2011-01-01T00:00:00.000000000&quot; : feature_group_3f652298cfe31c0cdc98c534cd702c94,\n",
              "                    &quot;2012-01-01T00:00:00.000000000&quot; : feature_group_1e49bfe3e92cb16d14a36992db558bf3,\n",
              "                    &quot;2013-01-01T00:00:00.000000000&quot; : feature_group_baaf2b5254adbce38230bfed5a4ac841,\n",
              "                    &quot;2014-01-01T00:00:00.000000000&quot; : feature_group_5763f1920d050a751d498559a7aa1e08,\n",
              "                    &quot;2015-01-01T00:00:00.000000000&quot; : feature_group_36c59197786238a43a59c526dbf584d7,\n",
              "                    &quot;2016-01-01T00:00:00.000000000&quot; : feature_group_1770bba4325b5d31e9c14772367bbad7,\n",
              "                    &quot;2017-01-01T00:00:00.000000000&quot; : feature_group_0c0f0975a00c1a2d316503bb27254e9f,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_567c987e1972e8286b7522666062997c.base_layers,\n",
              "                layer_control_567c987e1972e8286b7522666062997c.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_c3dd231fd9750b8c9b2aed68990db6ab);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ],
      "source": [
        "\n",
        "#Geospatial analysis\n",
        "import folium\n",
        "import numpy as np\n",
        "from branca.colormap import LinearColormap\n",
        "\n",
        "# Define the percentiles for classification (as decimals)\n",
        "percentiles = [0.25, 0.75]\n",
        "\n",
        "# Create an interactive map using sorted_merged_gdf\n",
        "m = folium.Map(location=[0, 0], zoom_start=2)\n",
        "\n",
        "# Define a color scale for incidence rates\n",
        "color_scale = LinearColormap(['green', 'yellow', 'red'], vmin=0, vmax=100)\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Create a feature group for each year\n",
        "    year_group = folium.FeatureGroup(name=str(year))\n",
        "\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values = sorted_merged_gdf[sorted_merged_gdf['Year'] == year]['Standardized Incidence Rate'].quantile(percentiles)\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        popup_html = f\"Country: {row['Country Name_right']}<br>Year: {row['Year']}<br>Incidence: {row['Standardized Incidence Rate']}\"\n",
        "        color = color_scale(row['Standardized Incidence Rate'])\n",
        "\n",
        "        # Classify countries based on percentiles\n",
        "        if row['Standardized Incidence Rate'] < percentiles_values.iloc[0]:\n",
        "            category = 'Low'\n",
        "        elif row['Standardized Incidence Rate'] > percentiles_values.iloc[1]:\n",
        "            category = 'High'\n",
        "        else:\n",
        "            category = 'Medium'\n",
        "\n",
        "        folium.CircleMarker(\n",
        "            location=[row['latitude'], row['longitude']],\n",
        "            radius=5,\n",
        "            color=color,\n",
        "            fill=True,\n",
        "            fill_color=color,\n",
        "            fill_opacity=0.7,\n",
        "            popup=folium.Popup(html=f\"{popup_html}<br>Category: {category}\"),\n",
        "        ).add_to(year_group)\n",
        "\n",
        "    # Add the feature group to the map\n",
        "    year_group.add_to(m)\n",
        "\n",
        "# Add the color scale to the map\n",
        "color_scale.caption = 'Incidence Rate'\n",
        "m.add_child(color_scale)\n",
        "\n",
        "# Add a layer control to the map\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "# Save the interactive map to an HTML file\n",
        "m.save('interactive_map_with_classification.html')\n",
        "\n",
        "# Display the map in the notebook\n",
        "m"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "awWZrXjD5BxY",
        "outputId": "251ace71-c10f-4ebf-985d-ec75fa1fc0ef"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-42-7f2a90691b99>:31: UserWarning:\n",
            "\n",
            "Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 5000x1800 with 40 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "#Creating a multiple line grid to show the temporal trend of incidence rates across the countries over the years\n",
        "import math\n",
        "\n",
        "# Determine the number of rows and columns for the small multiples grid\n",
        "num_countries = len(sorted_merged_gdf['Country Name_right'].unique())\n",
        "num_cols = 3  # Set the number of columns\n",
        "num_rows = math.ceil(num_countries / num_cols)\n",
        "\n",
        "# Create a grid of subplots for small multiple line plots\n",
        "fig, axes = plt.subplots(num_rows, num_cols, figsize=(50, 18))\n",
        "\n",
        "# Flatten the axes array for easy iteration\n",
        "axes = axes.flatten()\n",
        "\n",
        "# Iterate through unique countries and create line plots for each\n",
        "for i, (country, data) in enumerate(sorted_merged_gdf.groupby('Country Name_right')):\n",
        "    ax = axes[i]\n",
        "    ax.plot(data['Year'], data['Standardized Incidence Rate'])\n",
        "    ax.set_title(country)\n",
        "    ax.set_xlabel('Year')\n",
        "    ax.set_ylabel('Malaria Incidence')\n",
        "    ax.grid(True)\n",
        "    ax.set_xticks(data['Year'])\n",
        "    ax.tick_params(axis='x', rotation=45)\n",
        "\n",
        "# Hide any empty subplots\n",
        "for i in range(num_countries, num_cols * num_rows):\n",
        "    fig.delaxes(axes[i])\n",
        "\n",
        "# Adjust layout\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vNGoSKQ_1h4f"
      },
      "source": [
        "High risk zones(high incidence rate) =\n",
        "* Burkina Faso 🇧🇫\n",
        "* Burundi 🇧🇮\n",
        "* Lesotho 🇱🇸\n",
        "* Liberia 🇱🇷\n",
        "* Mozambique 🇲🇿\n",
        "* Rwanda 🇷🇼\n",
        "* Seychelles 🇸🇨\n",
        "* Togo 🇹🇬  \n",
        "* Uganda 🇺🇬  \n",
        "* Zambia 🇿🇲\n",
        "\n",
        "Medium risk zones with medium malaria incidence rate\n",
        "* Angola 🇦🇴\n",
        "* Benin 🇧🇯  \n",
        "* Cameroon 🇨🇲\n",
        "* Central African Republic\n",
        "* Chad 🇹🇩\n",
        "* Gabon 🇬🇦\n",
        "* Ghana 🇬🇭\n",
        "* Guinea 🇬🇳\n",
        "* Guinea-Bissau 🇬🇼\n",
        "* Kenya 🇰🇪\n",
        "* Madagascar 🇲🇬\n",
        "* Namibia 🇳🇦\n",
        "* Niger 🇳🇪\n",
        "* Nigeria 🇳🇬\n",
        "* Senegal 🇸🇳\n",
        "* Sierra Leone 🇸🇱\n",
        "* South Sudan 🇸🇩 🇸🇸\n",
        "* Sudan 🇸🇸\n",
        "* Tunisia 🇹🇳\n",
        "* Zimbabwe 🇿🇼\n",
        "\n",
        "Low risk countries (low incidence rate)\n",
        "* Algeria 🇩🇿\n",
        "* Botswana 🇧🇼\n",
        "* Djibouti 🇩🇯\n",
        "* Equatorial Guinea 🇬🇶\n",
        "* Eswatini\n",
        "* Libya 🇱🇾\n",
        "* Morocco 🇲🇦\n",
        "* Sao Tome and Principle 🇸🇹\n",
        "* Somalia 🇸🇴\n",
        "* South Africa 🇿🇦"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mIOI8Q2BCjmv"
      },
      "source": [
        "# Engineering new features - Mortality rate\n",
        "* The mortality rate, specifically the mortality rate due to a particular cause (such as malaria), is calculated as follows:\n",
        "Mortality Rate (per 1000 population) = (Number of Deaths due to the Cause / Total Population) * 1000\n",
        "Where:\n",
        "Number of Deaths due to the Cause: This refers to the number of deaths attributed to the specific cause, in this case, malaria.Total Population: This is the total population of the area under consideration.\n",
        "From our dataset, new data concerning malaria death have been added"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uuPDpWLfDt8d",
        "outputId": "a448d451-4d7f-4753-df22-b7e5e3f97ecb"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name_left', 'geometry', 'index_right', 'Country Name_right',\n",
              "       'Year', 'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'Total Malaria Cases', 'Mortality Rate',\n",
              "       'Prevalence Rate', 'Incidence Rate Urban', 'Incidence Rate Rural',\n",
              "       'Standardized Incidence Rate'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ],
      "source": [
        "sorted_merged_gdf.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "GsirIeVJ7pQl"
      },
      "outputs": [],
      "source": [
        "malaria_death = sorted_merged_gdf['Malaria death']\n",
        "total_population = sorted_merged_gdf['Total Population']\n",
        "\n",
        "sorted_merged_gdf['Mortality Rate'] = (malaria_death / total_population) * 1000"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 742
        },
        "id": "W2_1zncfEbZA",
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              "  Country Name_left                                           geometry  \\\n",
              "0           ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "1            ANGOLA  POLYGON ((11.75945 -17.25426, 11.75837 -17.254...   \n",
              "2             BENIN  POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...   \n",
              "3          BOTSWANA  POLYGON ((25.16312 -17.77816, 25.16383 -17.778...   \n",
              "4      BURKINA FASO  POLYGON ((-0.39571 15.01753, -0.38517 15.00288...   \n",
              "\n",
              "   index_right Country Name_right       Year  \\\n",
              "0            0            Algeria 2007-01-01   \n",
              "1            1             Angola 2007-01-01   \n",
              "2            2              Benin 2007-01-01   \n",
              "3            3           Botswana 2007-01-01   \n",
              "4            4       Burkina Faso 2007-01-01   \n",
              "\n",
              "   Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                               0.01     \n",
              "1                                             286.72     \n",
              "2                                             480.24     \n",
              "3                                               1.03     \n",
              "4                                             503.80     \n",
              "\n",
              "   Malaria cases reported  Malaria death  \\\n",
              "0                    26.0              0   \n",
              "1               1533485.0          18237   \n",
              "2                     0.0          12034   \n",
              "3                   390.0              3   \n",
              "4                 44246.0          31272   \n",
              "\n",
              "   Use of insecticide-treated bed net in total population  \\\n",
              "0                                             4.7625        \n",
              "1                                            18.0000        \n",
              "2                                             2.8125        \n",
              "3                                            21.6500        \n",
              "4                                            24.9200        \n",
              "\n",
              "   Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                             4.9125                                         \n",
              "1                                            29.8000                                         \n",
              "2                                            18.6750                                         \n",
              "3                                            73.8625                                         \n",
              "4                                            67.0625                                         \n",
              "\n",
              "   ...  \\\n",
              "0  ...   \n",
              "1  ...   \n",
              "2  ...   \n",
              "3  ...   \n",
              "4  ...   \n",
              "\n",
              "   People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                              76.94                                \n",
              "1                                              14.00                                \n",
              "2                                               4.29                                \n",
              "3                                              39.99                                \n",
              "4                                               6.38                                \n",
              "\n",
              "   People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                              90.57                                 \n",
              "1                                              54.44                                 \n",
              "2                                              22.36                                 \n",
              "3                                              77.30                                 \n",
              "4                                              46.49                                 \n",
              "\n",
              "    latitude  longitude  Total Malaria Cases  Mortality Rate  Prevalence Rate  \\\n",
              "0  28.033886   1.659626         3.398383e+02        0.000000     7.650698e-07   \n",
              "1 -11.202692  17.873887         5.995225e+06        0.872180     7.333851e-02   \n",
              "2   9.307690   2.315834         4.153001e+06        1.391574     0.000000e+00   \n",
              "3 -22.328474  24.684866         2.025986e+03        0.001525     1.982738e-04   \n",
              "4  12.238333  -1.561593         7.434614e+06        2.119119     2.998291e-03   \n",
              "\n",
              "   Incidence Rate Urban  Incidence Rate Rural  Standardized Incidence Rate  \n",
              "0              0.000153              0.000289                     0.000765  \n",
              "1              4.984701              6.749529                    73.338507  \n",
              "2             11.555342              8.217659                     0.000000  \n",
              "3              0.017780              0.024483                     0.198274  \n",
              "4             21.904348              6.542857                     2.998291  \n",
              "\n",
              "[5 rows x 32 columns]"
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              "      <th></th>\n",
              "      <th>Country Name_left</th>\n",
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              "      <th>People using at least basic sanitation services, urban  (% of urban population)</th>\n",
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              "      <th>longitude</th>\n",
              "      <th>Total Malaria Cases</th>\n",
              "      <th>Mortality Rate</th>\n",
              "      <th>Prevalence Rate</th>\n",
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              "      <th>0</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>POLYGON ((-3.55328 31.06993, -3.55351 31.07054...</td>\n",
              "      <td>0</td>\n",
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              "      <td>4.7625</td>\n",
              "      <td>4.9125</td>\n",
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              "      <td>76.94</td>\n",
              "      <td>90.57</td>\n",
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              "      <td>0.000000</td>\n",
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              "      <td>0.000153</td>\n",
              "      <td>0.000289</td>\n",
              "      <td>0.000765</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ANGOLA</td>\n",
              "      <td>POLYGON ((11.75945 -17.25426, 11.75837 -17.254...</td>\n",
              "      <td>1</td>\n",
              "      <td>Angola</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>286.72</td>\n",
              "      <td>1533485.0</td>\n",
              "      <td>18237</td>\n",
              "      <td>18.0000</td>\n",
              "      <td>29.8000</td>\n",
              "      <td>...</td>\n",
              "      <td>14.00</td>\n",
              "      <td>54.44</td>\n",
              "      <td>-11.202692</td>\n",
              "      <td>17.873887</td>\n",
              "      <td>5.995225e+06</td>\n",
              "      <td>0.872180</td>\n",
              "      <td>7.333851e-02</td>\n",
              "      <td>4.984701</td>\n",
              "      <td>6.749529</td>\n",
              "      <td>73.338507</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>BENIN</td>\n",
              "      <td>POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...</td>\n",
              "      <td>2</td>\n",
              "      <td>Benin</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>480.24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12034</td>\n",
              "      <td>2.8125</td>\n",
              "      <td>18.6750</td>\n",
              "      <td>...</td>\n",
              "      <td>4.29</td>\n",
              "      <td>22.36</td>\n",
              "      <td>9.307690</td>\n",
              "      <td>2.315834</td>\n",
              "      <td>4.153001e+06</td>\n",
              "      <td>1.391574</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>11.555342</td>\n",
              "      <td>8.217659</td>\n",
              "      <td>0.000000</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>BOTSWANA</td>\n",
              "      <td>POLYGON ((25.16312 -17.77816, 25.16383 -17.778...</td>\n",
              "      <td>3</td>\n",
              "      <td>Botswana</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>1.03</td>\n",
              "      <td>390.0</td>\n",
              "      <td>3</td>\n",
              "      <td>21.6500</td>\n",
              "      <td>73.8625</td>\n",
              "      <td>...</td>\n",
              "      <td>39.99</td>\n",
              "      <td>77.30</td>\n",
              "      <td>-22.328474</td>\n",
              "      <td>24.684866</td>\n",
              "      <td>2.025986e+03</td>\n",
              "      <td>0.001525</td>\n",
              "      <td>1.982738e-04</td>\n",
              "      <td>0.017780</td>\n",
              "      <td>0.024483</td>\n",
              "      <td>0.198274</td>\n",
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              "      <td>BURKINA FASO</td>\n",
              "      <td>POLYGON ((-0.39571 15.01753, -0.38517 15.00288...</td>\n",
              "      <td>4</td>\n",
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              "      <td>31272</td>\n",
              "      <td>24.9200</td>\n",
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          "metadata": {},
          "execution_count": 45
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      ],
      "source": [
        "sorted_merged_gdf.head()"
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    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "id": "nmyd9RpLIijS"
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      "source": [
        "sorted_merged_gdf_tem = sorted_merged_gdf.set_index('Year', drop = True)"
      ]
    },
    {
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      "execution_count": 47,
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            "text/plain": [
              "           Country Name_left  \\\n",
              "Year                           \n",
              "2007-01-01           ALGERIA   \n",
              "2007-01-01            ANGOLA   \n",
              "2007-01-01             BENIN   \n",
              "2007-01-01          BOTSWANA   \n",
              "2007-01-01      BURKINA FASO   \n",
              "\n",
              "                                                     geometry  index_right  \\\n",
              "Year                                                                         \n",
              "2007-01-01  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...            0   \n",
              "2007-01-01  POLYGON ((11.75945 -17.25426, 11.75837 -17.254...            1   \n",
              "2007-01-01  POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...            2   \n",
              "2007-01-01  POLYGON ((25.16312 -17.77816, 25.16383 -17.778...            3   \n",
              "2007-01-01  POLYGON ((-0.39571 15.01753, -0.38517 15.00288...            4   \n",
              "\n",
              "           Country Name_right  \\\n",
              "Year                            \n",
              "2007-01-01            Algeria   \n",
              "2007-01-01             Angola   \n",
              "2007-01-01              Benin   \n",
              "2007-01-01           Botswana   \n",
              "2007-01-01       Burkina Faso   \n",
              "\n",
              "            Incidence of malaria (per 1,000 population at risk)  \\\n",
              "Year                                                              \n",
              "2007-01-01                                               0.01     \n",
              "2007-01-01                                             286.72     \n",
              "2007-01-01                                             480.24     \n",
              "2007-01-01                                               1.03     \n",
              "2007-01-01                                             503.80     \n",
              "\n",
              "            Malaria cases reported  Malaria death  \\\n",
              "Year                                                \n",
              "2007-01-01                    26.0              0   \n",
              "2007-01-01               1533485.0          18237   \n",
              "2007-01-01                     0.0          12034   \n",
              "2007-01-01                   390.0              3   \n",
              "2007-01-01                 44246.0          31272   \n",
              "\n",
              "            Use of insecticide-treated bed net in total population  \\\n",
              "Year                                                                 \n",
              "2007-01-01                                             4.7625        \n",
              "2007-01-01                                            18.0000        \n",
              "2007-01-01                                             2.8125        \n",
              "2007-01-01                                            21.6500        \n",
              "2007-01-01                                            24.9200        \n",
              "\n",
              "            Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "Year                                                                                                  \n",
              "2007-01-01                                             4.9125                                         \n",
              "2007-01-01                                            29.8000                                         \n",
              "2007-01-01                                            18.6750                                         \n",
              "2007-01-01                                            73.8625                                         \n",
              "2007-01-01                                            67.0625                                         \n",
              "\n",
              "            Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)  \\\n",
              "Year                                                                                                \n",
              "2007-01-01                                          19.163636                                       \n",
              "2007-01-01                                           1.500000                                       \n",
              "2007-01-01                                          15.000000                                       \n",
              "2007-01-01                                           8.600000                                       \n",
              "2007-01-01                                           7.000000                                       \n",
              "\n",
              "            ...  \\\n",
              "Year        ...   \n",
              "2007-01-01  ...   \n",
              "2007-01-01  ...   \n",
              "2007-01-01  ...   \n",
              "2007-01-01  ...   \n",
              "2007-01-01  ...   \n",
              "\n",
              "            People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "Year                                                                                         \n",
              "2007-01-01                                              76.94                                \n",
              "2007-01-01                                              14.00                                \n",
              "2007-01-01                                               4.29                                \n",
              "2007-01-01                                              39.99                                \n",
              "2007-01-01                                               6.38                                \n",
              "\n",
              "            People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "Year                                                                                          \n",
              "2007-01-01                                              90.57                                 \n",
              "2007-01-01                                              54.44                                 \n",
              "2007-01-01                                              22.36                                 \n",
              "2007-01-01                                              77.30                                 \n",
              "2007-01-01                                              46.49                                 \n",
              "\n",
              "             latitude  longitude  Total Malaria Cases  Mortality Rate  \\\n",
              "Year                                                                    \n",
              "2007-01-01  28.033886   1.659626         3.398383e+02        0.000000   \n",
              "2007-01-01 -11.202692  17.873887         5.995225e+06        0.872180   \n",
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              "2007-01-01 -22.328474  24.684866         2.025986e+03        0.001525   \n",
              "2007-01-01  12.238333  -1.561593         7.434614e+06        2.119119   \n",
              "\n",
              "            Prevalence Rate  Incidence Rate Urban  Incidence Rate Rural  \\\n",
              "Year                                                                      \n",
              "2007-01-01     7.650698e-07              0.000153              0.000289   \n",
              "2007-01-01     7.333851e-02              4.984701              6.749529   \n",
              "2007-01-01     0.000000e+00             11.555342              8.217659   \n",
              "2007-01-01     1.982738e-04              0.017780              0.024483   \n",
              "2007-01-01     2.998291e-03             21.904348              6.542857   \n",
              "\n",
              "            Standardized Incidence Rate  \n",
              "Year                                     \n",
              "2007-01-01                     0.000765  \n",
              "2007-01-01                    73.338507  \n",
              "2007-01-01                     0.000000  \n",
              "2007-01-01                     0.198274  \n",
              "2007-01-01                     2.998291  \n",
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              "      <td>1.500000</td>\n",
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              "      <td>14.00</td>\n",
              "      <td>54.44</td>\n",
              "      <td>-11.202692</td>\n",
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          "metadata": {},
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      "source": [
        "sorted_merged_gdf_tem.head()"
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    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
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          "text": [
            "Year: 2007\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Cameroon', 'Central African Republic', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Togo']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2008\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2009\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2010\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2011\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Uganda']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Namibia', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2012\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Togo']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2013\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Togo']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Sao Tome and Principe', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2014\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone', 'Togo']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Liberia', 'Madagascar', 'Namibia', 'Rwanda', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2015\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Rwanda', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2016\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Rwanda', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n",
            "Year: 2017\n",
            "High Mortality Rate Countries: ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone']\n",
            "Medium Mortality Rate Countries: ['Angola', 'Burundi', 'Cameroon', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Rwanda', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Uganda', 'Zambia', 'Zimbabwe']\n",
            "Low Mortality Rate Countries: ['Algeria', 'Botswana', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Seychelles', 'South Africa', 'Tunisia']\n",
            "--------------------\n"
          ]
        }
      ],
      "source": [
        "#classifying countries into different groups of mortality rate for better insight\n",
        "classifications = {}\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].dt.year.unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate'].quantile(percentiles)\n",
        "\n",
        "    year_classifications = {}\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year].iterrows():\n",
        "        # Classify countries based on percentiles\n",
        "        if row['Mortality Rate'] < percentiles_values.iloc[0]:\n",
        "            category = 'Low'\n",
        "        elif row['Mortality Rate'] > percentiles_values.iloc[1]:\n",
        "            category = 'High'\n",
        "        else:\n",
        "            category = 'Medium'\n",
        "\n",
        "        year_classifications[row['Country Name_right']] = category\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications[year_str] = year_classifications\n",
        "\n",
        "# Create dictionaries to store countries in different categories across years\n",
        "high_countries = {}\n",
        "medium_countries = {}\n",
        "low_countries = {}\n",
        "\n",
        "for year, year_classifications in classifications.items():\n",
        "    high_countries[year] = [country for country, category in year_classifications.items() if category == 'High']\n",
        "    medium_countries[year] = [country for country, category in year_classifications.items() if category == 'Medium']\n",
        "    low_countries[year] = [country for country, category in year_classifications.items() if category == 'Low']\n",
        "\n",
        "# Print the sorted countries for each category and year\n",
        "for year in sorted_merged_gdf['Year'].dt.year.unique():\n",
        "    print(f\"Year: {year}\")\n",
        "    print(\"High Mortality Rate Countries:\", high_countries[str(year)])\n",
        "    print(\"Medium Mortality Rate Countries:\", medium_countries[str(year)])\n",
        "    print(\"Low Mortality Rate Countries:\", low_countries[str(year)])\n",
        "    print(\"-\" * 20)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HEmHNi0cAeTv"
      },
      "source": [
        "Let us check which countries have both high mortality and high incidence rates"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j3_T0G0AAVSk",
        "outputId": "dd68cf6b-b9f8-48b6-892a-ad8322d57361"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Countries with Both High Mortality and High Incidence Rates: {'Liberia', 'Burkina Faso', 'Mozambique'}\n",
            "Countries with Both Medium Mortality and High Incidence Rates: {'Madagascar', 'Zimbabwe', 'Togo', 'Guinea-Bissau', 'Equatorial Guinea', 'Namibia', 'Ghana', 'Zambia', 'Senegal', 'Angola', 'Kenya', 'Gabon', 'Sudan', 'South Sudan', 'Burundi', 'Cameroon'}\n",
            "Countries with Both Low Mortality and High Incidence Rates: {'Botswana', 'Eswatini', 'South Africa', 'Morocco', 'Sao Tome and Principe', 'Libya', 'Algeria'}\n"
          ]
        }
      ],
      "source": [
        "high_incidence_countries = ['Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Rwanda', 'Seychelles', 'Togo', 'Uganda', 'Zambia']\n",
        "high_mortality_countries = ['Benin', 'Burkina Faso', 'Central African Republic', 'Chad', 'Guinea', 'Liberia', 'Mozambique', 'Niger', 'Nigeria', 'Sierra Leone']\n",
        "#standardized incidence rates .....high_incidence_countries = ['Burkina Faso', 'Burundi', 'Lesotho', 'Liberia', 'Mozambique', 'Rwanda', 'Seychelles', 'Togo', 'Uganda', 'Zambia']\n",
        "\n",
        "# Find the countries that appear in both lists\n",
        "high_mortality_and_incidence_countries = set(high_mortality_countries) & set(high_incidence_countries)\n",
        "\n",
        "print(\"Countries with Both High Mortality and High Incidence Rates:\", high_mortality_and_incidence_countries)\n",
        "\n",
        "#For medium\n",
        "medium_incidence_countries = ['Angola', 'Burundi', 'Cameroon', 'Chad', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Lesotho', 'Madagascar', 'Namibia', 'Nigeria', 'Senegal', 'Seychelles', 'South Sudan', 'Sudan', 'Togo', 'Tunisia', 'Zambia', 'Zimbabwe']\n",
        "medium_mortality_rate_countries = ['Angola', 'Burundi', 'Cameroon', 'Djibouti', 'Equatorial Guinea', 'Gabon', 'Ghana', 'Guinea-Bissau', 'Kenya', 'Madagascar', 'Namibia', 'Rwanda', 'Senegal', 'Somalia', 'South Sudan', 'Sudan', 'Togo', 'Uganda', 'Zambia', 'Zimbabwe']\n",
        "# Find the countries that appear in both lists\n",
        "medium_mortality_and_incidence_countries = set(medium_mortality_rate_countries) & set(medium_incidence_countries)\n",
        "\n",
        "print(\"Countries with Both Medium Mortality and High Incidence Rates:\", medium_mortality_and_incidence_countries)\n",
        "\n",
        "#For low\n",
        "\n",
        "low_mortality_rate_countries = ['Algeria', 'Botswana', 'Eswatini', 'Lesotho', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Seychelles', 'South Africa', 'Tunisia']\n",
        "low_incidence_countries =  ['Algeria', 'Botswana', 'Djibouti', 'Eswatini', 'Libya', 'Morocco', 'Sao Tome and Principe', 'Somalia', 'South Africa']\n",
        "# Find the countries that appear in both lists\n",
        "low_mortality_and_incidence_countries = set(low_mortality_rate_countries) & set(low_incidence_countries)\n",
        "\n",
        "print(\"Countries with Both Low Mortality and High Incidence Rates:\", low_mortality_and_incidence_countries)\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-uO8KPDBjfQ8"
      },
      "source": [
        "These countries should be given attention to during analysis of preventive measures"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 635
        },
        "id": "ePcU4VSGHmtv",
        "outputId": "95a14ce8-9594-4cef-bcef-d07c2e6188b3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "#Temporal trend of mortality rate by country\n",
        "# Group data by 'Country' and 'Year', then calculate the mean mortality rate for each country-year pair\n",
        "country_yearly_mortality = sorted_merged_gdf.groupby(['Country Name_right', 'Year'])['Mortality Rate'].mean()\n",
        "\n",
        "# Unstack the data to have 'Country' as columns and 'Year' as index\n",
        "country_yearly_mortality = country_yearly_mortality.unstack()\n",
        "\n",
        "# Plotting\n",
        "plt.figure(figsize=(20, 10))\n",
        "country_yearly_mortality.plot(ax=plt.gca())\n",
        "plt.title('Temporal Trend of Mortality Rate by Country')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Mortality Rate')\n",
        "plt.legend(title='Country', bbox_to_anchor=(1, 1))\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "Xr0lqct7KYyn",
        "outputId": "0ad23bd5-3894-4153-ee72-20e5433b76f9"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#For the sake of interpretability which is focal to our work, let us visualize using a heatmap\n",
        "# Pivot the data to create a matrix with 'Country' as rows, 'Year' as columns, and 'Mortality Rate' as values\n",
        "pivot_table = sorted_merged_gdf.pivot(index='Country Name_right', columns='Year', values='Mortality Rate')\n",
        "\n",
        "# Plotting\n",
        "plt.figure(figsize=(12, 8))\n",
        "sns.heatmap(pivot_table, cmap='YlGnBu', linewidths=0.5, annot=True, fmt=\".1f\")\n",
        "plt.title('Temporal Trend of Mortality Rate by Country')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Country')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YqEX0RvDlR8y"
      },
      "source": [
        "From here we can also see the trends of countries along the years based on their mortality rate. We have an understanding of what the level of mortality will be for each country as indicated above"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 752
        },
        "id": "DdEJzd3fH6wL",
        "outputId": "120d4aaf-05a3-4c5a-f9b6-f9109f02e8fb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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I/+/du4eSkhIkJCTA1NQUCQkJ5DNxamv1wcKFC6Guro5r164BAP7880+wLAsPDw8cPnz4m+5/2bJlMDAwwNChQ3H//v36FrlWLly4gKZNm2L06NFISEiAtLQ0OnfujDt37ohEHkF27doFRUVFBAcHo3fv3mBZFnPnzsWXL19EKhf3bnft2gV9fX1oa2vDzs4Ovr6+eP/+PQDhrz3qk2vXrsHJyQnt2rXD0aNHv+u7gs9h8eLFCAoKQmBgIGJjY8lxcRsrdu7ciWbNmsHc3ByysrIwNjbGqlWrkJ+fL1Q5uOeSmpoKCwsLqKqqwtnZGYMGDSLnCKudCb6j8ePHw8DAADo6OjAwMEB0dLRQZBAW+/fvR//+/REfHw8AKC8vr7drcc81JSUFhoaG0NXVhby8PEaMGIEHDx7U23XrEsG2MXXqVNjZ2aF169YwNDTEnj176u16Z86cwZw5czBkyBDcvHkTnz9/rvNr/RMbN26EpKQkjI2NcfPmTaFe+1sQHBsmTZoEU1NTyMrKwtPTExs3biTzqCjHX8G5VENDA8bGxpCXl8fIkSPJ2oryPy5fvgxDQ0NcvHgRAJCeng4JCQksX74cERERcHZ2xooVK+p1zPpZtm7dCjU1Nd77LSsrw7Nnz0QoVe0MGzYMgwcPBgA8efIEhoaG6N+/f538dm39bs+ePZCVlcWoUaOwc+dO6Orqwt/fHwcPHhS7dVJtcPJPnDgRycnJaNOmDVq1aoULFy6IWjQAQEZGBlJSUjB9+nRy7OXLl9DW1oabmxseP378U79/7NgxSEhIoEePHtDW1oajoyNmzpyJkpKSnxX9u5g5cyaaNWuGAwcOIDk5GTNnzkTDhg0xYcIEocpRG4WFhby/r127Bm1tbaxYsQIA8OjRIygqKoJlWXTv3l0UIvIQnEenT58OLy8vKCoqYsyYMTh37pwIJfsfe/fuhZSUFCZPnozt27cjMDAQ1tbWWLduHTlHHMeP5ORkKCkpISAgAH5+fpCWlsaMGTN+eq9FjTRiwvTp09GyZUscPXoUxcXFCA8Ph6qqKoYNG0ZesiiUJStWrICOjg4uXboEAFizZg1+++03aGlpYf78+eS8+u40gr9/+fJlNG/eHOPHj8eiRYvQvHlz+Pr64sqVK/UqQ12yZ88eNGnSBFOnTsXq1asRFhYGAwMD/Pnnn6IW7R+ZO3cu2rdvzzv28OFDuLm5wc/PD8XFxT99jQEDBkBaWhoHDhwgx06dOoUWLVrwDDXixOnTpxETE4PQ0FCi3ASqlFLGxsbo1asXbty4IToBhcD79+9hY2ODmTNnIi0tDREREbh27RrCw8NhbW2N7du3Y/ny5VBXVycGEkHDTFpaGk6fPi0UWXfs2IExY8YAAEaMGAF1dXWUlZXh9evXmDJlClq1avWfMNTk5eUhJiYGa9euBVC10FBQUMDs2bNhbGwMGxsbHDp06Jvuf/ny5bCyssKgQYOEbqh5/PgxVq9ejVmzZpFjN27cgIqKCjp16iRSQ016ejrU1NSwatUqAMCbN28gIyMDlmUxduxYoW96qnP06FHIy8tjxYoVKC0txdatW8GyLCwtLZGdnQ3g1zTUcG2Wc3ThuHnzJuzs7NCuXTscO3bsu383Li4OKioqmDJlChYtWgR5eXlERUXVuK6ouXnzJpo3b46NGzciJycHZWVl6NGjB+zs7LB27VqhK78OHjwIGRkZ/P7773j8+DHmz58PlmURGRlJzhFmO5s5cyaUlZVx/vx5fP78GQkJCWBZFj169BCaDPXJmzdvYG1tjcaNG/PaZ30+45MnT6JJkyZYvnw5Tpw4gZ07d0JRURFhYWE/rTQSJomJiVBUVERaWhoePnwIPz8/yMrK4unTpz/929XHh127dkFBQQGBgYHw8PBAixYtsGjRIjL2CoPc3Fy0bdsWLMti//79Qrvu95KYmIiWLVti9+7dyMnJgZubG1q3bo158+aRNaWwx9+ysjLy/8OHD6Np06b4/fffAVTtn2VlZREREYHLly8LVS5xpqKiApcvX4adnR3Onz+PkSNHokmTJpgzZw4A4NmzZ/D09ISjo6NYG2qmTp0KPz8/AEBmZiaWLFkCExMTqKioYO7cuSKWrgquPwQEBGD9+vUoLS2FqqoqBg4cSD5bv379TylpX79+zfv7/v37MDU1Jf2gpKQEqqqqaNasGezs7L7Z+UtUPHr0CLa2tli8eDEA4NWrV9DW1kaLFi3ImkGU5OXlQV5eHizLYtSoUbzPXr58CS0tLXh5ef2wc8TLly8xduxYLFu2DECVQ+PQoUPh6OiIadOmCW3PUlRUhICAAJ6uEQC2b98OlmXxxx9/CEWO2khMTMTvv/+O8vJy0pa3bduG0aNHAwBevHgBHR0d9O/fn8g7cuRIkchafc03YcIEKCsrY82aNUhNTYWBgQECAwN5Ojdh8PHjR97fDx8+hIWFBZYvXw4A+Pz5M1q0aAFjY2NYW1sTZ19AfPZZAHDnzh2oq6sT+crKysCyLM+A+qNQI40IqN4R7t27BycnJ7I4Pnr0KKSlpRESEgIjIyOMGjWKKBrqs2H269ePeLUAVQrUmJgYzJw5E0CVYUFBQQFTp05F3759oayszIuoqQ+qTwaZmZlYv349pk6dSo69ePECenp68PHxQXp6er3KUxdkZmbCwsKCKO3y8vLQokULmJiYiL2hJjY2Fjo6OjWOb9y4Ea1atao1QuJbqKysJBPJp0+fEB4eDhUVFRw+fJicI86GmuXLl0NCQgJKSko1omZ2794Nc3NzdOrUCbdu3RKRhPXP58+fYWRkhHnz5gH4nwFm8eLFaNGiBUxNTbFgwQIoKSnxlEZAlSI1KCgIixYtEoqsW7ZsAcuycHR0hIKCAm7fvk0+e/PmzX/GUFNWVoazZ8/i3bt3uHPnDvT19ck72LdvHxo1agQbGxvevMA9h4yMDFy9epX37JYsWSJUQ01lZSVycnLAsiwkJCSIxzjHtWvX0LJlS4SHh4vEQ7iiogJbt24lXl8vXryAlpYWhgwZgvXr14NlWcycOVNkETV5eXmIiooic3x2djY0NDTQsWNH2NjYwMzMDDk5OeRefjVOnz6NyMhIXL16lXf8+vXraNWqFdzd3XHy5Mlv/r2UlBS0atWK9Ic9e/ZASkoKv/32G9q2bUvOE4exIjU1FUZGRsjOzibvrrKyEt26dYOpqWmdOFR8jdOnT/O8DLOzsxEUFIQFCxYAAN69ewcNDQ34+/tDVVUV4eHh5FxhtLMHDx4gODiYrMX3798PeXl5DB06FHJycujVq1e9yyAMbt++DV9fX+jp6eGvv/4ix+urfcbFxaFdu3a8Y1evXoWCggLGjh1bL9esa/Ly8uDt7Y3du3cDqFq/NW3alCgOBPvSz3LhwgWoqqpi/fr1AKrmYwkJCairq2PWrFk8h5+64mv969OnT2jTpg10dHRw7969Or/u91JdEXrt2jXY2tqSPcHJkychLS0NJycnGBgYYNGiRUI11OzcuZP8v7y8HPn5+ejevTuZ658/fw49PT14eXnBwMAAHTp0qDEP/Rfh3s3p06chKysLJSUlsCwLVVVV9O/fH/fu3cPRo0cRFBSEdu3awdXVFfPmzRP5+qO2NrV27VoYGBiga9euMDU1RUREBCZPnoykpCRISEiIVQThpEmTYGVlBRUVFQwdOpTsz8rKyhAeHo74+HiewfFbWbVqFTw8PFBcXEzeUUZGBmbNmoXCwkJkZWVBR0cHw4YNw9u3b9GyZUt4eXkhNTVVLNZJtXHz5k1MnjwZxcXFyMrKgr6+Pvr374/c3FzY2NjAxMREaA6FX+PixYvQ1dWFu7s7WaNzz/PVq1eQlZVFYGDgd7/TGzduwMfHB6ampjh06BA5np+fj2HDhtVrRE319pCXlwc1NTVMmzaNHKuoqEBlZSWioqIQFRWFsrIykbSjiRMn4u7duwD+p+v4/PkzLl++jLKyMvj7+6Nnz54AgLdv30JfXx8sy9ZZ9Nq3wu0tuXZw+PBhtGrVisyvFy9eRMOGDWFoaAhPT0+ezq0++f3339GqVSve+8vOzsakSZOQnZ2NV69eQU9PD4MHD8b9+/dhbGwMY2NjYvgVJ06fPg1PT08AwN9//w0NDQ3069ePfP6jelGAGmmEztq1a2FhYYHKykrSMIuLi/HHH3/gw4cPOHPmDFq0aIHVq1cDAPz9/aGkpIRu3brVCK2rS0pKSmBnZwcNDQ1e6O7Hjx/x+PFjEh7LbbKPHDkCaWlpSElJYfPmzfUi04wZM7BlyxZUVlaivLwcnz59gqSkJFiWxbBhw3jnPnv2DLq6uggICBCbcNSv8ebNGwwePBjv3r3DixcvYGBggEGDBuHGjRuwtraGlpYWNm7cKGoxeRP+hw8fAFS9dwsLC2zevJmn5Dl//jy0tLSQmZn5U9dKTk6Gi4sL2rdvjwYNGkBBQaFGRI26ujrc3Nx+9LbqjS1btqB58+YYNmwYnjx5wvtsx44dcHR0rOFx9KvDvbfy8nLk5eVBW1sbDg4OZMF+48YN6OjoQFdXFy1btkRISAjWrl0LBQUFBAcH49ixY9izZw8CAgJgZmb2Q5uE75WXk9nf3x8NGjRAnz59aiw4OUONqampyLxf6prqm1xuYckdX7VqFVxcXPDu3TsAwB9//IHIyEj079+/hifjX3/9BRUVFSgrK8PKygoTJ04kn3GGmqFDhyIjI6M+b4lw7NgxSElJwc/PDy9evADwv7Z548YNNGrUCD169BCaB5jgpiErKwvp6ekoKSmBr68v+vTpg/LycmRnZ0NNTQ0sy/KMgcImNTUVly5dQm5uLiwsLEjKp2XLloFlWWhqauLt27cik+9nOHbsGJo1a4aePXvWiGQ8duwYpKWl4eXlhePHj9f6/ep9ZuvWrSRa68CBA2jWrBmWLVuGtLQ0sUlpwLW9LVu2QF1dHZ8+fQLwv/SOnz59QpMmTZCamlrn166oqMDhw4chJydXQ8G8ZMkS3LlzB2/fvoWJiQmio6NRVFSE2NhYsCyLoKCgOpfna5SUlGDVqlX48OEDzp07B3V1dZKiYujQoWBZViydQb6GYDutPlbfuHEDnp6eaNu2Lfbu3Vvrd+pKhp49exJjZUVFBRlvN27ciBYtWuDVq1d1es26oLqC5/nz55CXl8eTJ09w9OhRyMjIkLZRVFSEKVOmkDnme5gxYwbPCaW8vBzbtm3DuHHjAFSlINLW1sawYcMwduxYNGrUCHPnzv2pDX51BN/5jh07kJCQgBkzZpB2UVBQAGdnZxgYGAht7q6NOXPmwMXFhee89fr1a2zatAnFxcU4efIkmjdvTiKAraysYGxsjISEBKE4PGRmZkJOTo5nkCwuLsaxY8eQmZmJDx8+wMzMDH369AFQ5cQlIyODdu3akawU/xW+NjbNmTMHjRs3BsMwmDp1KoYPHw4FBQW0b98ebm5u6NSpE96/fw9/f39e1IcoELyHN2/e4M2bNygqKkJ+fj6SkpLg5+eHVatW4eHDhwCqjK/Ozs512ne/FUGFp2DatfT0dNK3uX1oWVkZxo8fDw0Nje82KHHXOXToEImS5JyJi4qKSAr6Pn36IDIyknzWoUMHNGjQACEhIfWq0/oeuHsR3J9z73LAgAEIDQ0l66eIiAiwLAt9fX1eymxhyFedS5cuoWnTpggLCyPrPO7crKwscg/fQ3Z2NkJCQiAlJYXx48fzPissLMTIkSPRqlUrJCUlffdvfyuC0e8jR46Es7MzMYhwDB48uIZDiDCo/i5OnjyJefPmkXT/QNWzt7S0xIkTJwBUrbl79+6N5ORkoRpuY2Njoa6uTp5neXk5bt26RSLE0tLS0LRpU2zatAl37tyBrKws/Pz8eA499cWzZ8/Is+Dm7IqKCmJwHDJkCLp27Uradd++faGpqYng4GCijxQV1dvApk2bYGpqitevX0NbWxv9+/cnc8bBgwcxYMAA5Obm/tC1qJFGyBQVFZGFiqBnL9dIBwwYgMGDBxNl5ciRI2Fvb4+YmJh69yQpKipCYGBgjRyrQJVSztLSkjS0kydPolOnTti4cWO9hSL37duXbBS453Hjxg0oKyvDwcGBTEBch3n+/DkUFBTQsWNHkef6/ze4ML8hQ4YgPDycpLTr1asX1NXV4eTkhLy8PJEtTLnr7tmzB1ZWVti5cyeKi4uRn5+PkJAQeHh4YMOGDSgrK0NpaSnGjh0Lc3PzHx6IgKo0do0bN8aaNWvw7Nkz3LhxAxEREZCRkeEZao4ePQpDQ8Mf2ijXBYKLoEePHvEUD8uWLYOamhpiY2NrGGqqp935leGegWD7zMnJgb29PRiGQefOnUkfXL9+PZo3bw4bGxsSUn/mzBmYm5tDU1MTrVu3Rrt27YjRoL7Gk+p9adq0aZg6dSpYlsW4ceNqeCO9efMGo0ePRnh4uNh6fH0rgnPH0qVL0b9/f7i7u2Pjxo2kH82cOROmpqa4ffs28vLyEBISggULFpB758bgd+/ewcrKChs2bMCZM2eQmJgIPT09nuF82bJl0NbWxujRo+u81lD1d8H9ffjwYUhISGDAgAFks8V9duvWLaFF9gDgLYo5srKyYGVlRTyVPn78iP79+2Pz5s34+++/6102Qflq46+//oKHhwdRLBw4cADe3t7o3LnzD232xIXjx49DW1sbUVFRPEPNiRMn4OrqCi8vL7x8+fIff4N7ZxUVFXjy5Ak+fvwIOzs7zJgxA0DV2kNHRwcsy2LEiBH1dSu1wnkWVicnJwdKSko8jy6gSlZjY2OcOXOm3mTiUjU9ffoUeXl5vM+WLVuGgIAAYvhbvXo17O3t4eDgUO9z+tSpU4lXJtc3x48fj8jISFIHZNasWQgNDUVISIjIvbe/BUEZly9fjv79+yMsLAw7d+4kzz49PZ0Yauqq9iHX5p48eUKUbZs3b4akpCROnTrFky0lJQXGxsYi31x/K127dkX37t0hLS1NDAFAVXv28/PDrl27vuv3Pnz4gMmTJ9cwfGRmZiIjIwNFRUXw8fFB3759yWcqKipo2rQpFi1aVOdrotjYWKipqSEyMhJdu3aFvLw8iYD++PEjqb8gGCUrTF6+fEnWG5wip7y8HB8+fEBlZSW6du2K0aNHk+cSHh4OXV1dDB06VChrtaKiIuzcuRN6enoICQkhx7n+tn79erRp04aMcdu2bYOpqSkCAwNForgXFYLvYtmyZejTpw+GDBmCxYsXIyAgALNmzYKHhwdatmyJJk2awN7eHjIyMpCVlSX6kY8fP9Zp9NrP3ENiYiLc3NygqqqK9u3bY+vWrQD4Dk9FRUVo164d/Pz8RDZ/pKSkwNTUFC1atECXLl1w9uxZAFXKRDs7O+jo6KBLly4ICAhA8+bNf6hmavX1Q3p6OmxtbWv8lr+/P8+Ja/jw4di7d6/Y1O3h3u/evXthY2ND3ilQNeZ4e3vzIjmGDh2K06dPC83hkpPv8uXL2LRpE5KSknjz6IULF6CgoFCroeZHef/+PcLDw0lqXEEKCgowbty4Okn9ySHYT1avXg0rKyuyFty/fz/atGmDfv36kQjPwsJCeHt7Y8iQIXUmw/fCPeNRo0ahadOmWLhwIXFM4lJax8XF4ePHjxg3bhzMzc3rJTL2n+Q7dOgQ7O3tYWdnR3SM+fn5yMnJQWFhIXx9fTF9+nRyLw4ODmjRogXi4uKEJuelS5egpqZWYzzw8/PDwIEDyd+DBg3CwoULxcZh8NSpU8SBNz8/H46OjpCQkEDv3r0B/K99xMbGwtfXlxppfgUEB86LFy+CZdkaA2DHjh3RsWNHcm5YWBiJJgHqPxUElwOyuqFm3759aNmyJf744w/k5eUhKCgIw4YN43nS1xXVJ5jTp09j7dq1ZGK6ceMGKQrNTRTcd168eCFWCiVBhX51JWF5eTlcXV0xfPhwcmzQoEFYvHgxURiLkt27d0NaWhpz587lDaAfPnxA586dYWJigubNm8PT0xNNmzb9oYWeIH/++ScsLS15hba4+kxNmzblFXoWlgdLdQSLg5qbm6NFixawtrZGWFgYOWfp0qVQVVVFXFwc8SYS/O6vjmC6gvHjx2PYsGHYtm0bysrK8PLlSzg4OIBhGDg4OCAhIQGDBg2CtLQ0TE1N0atXL1IfpLy8nBi5qhsC6pP169dj27ZtZMzauHEjMdQITqScQrc2g9SvytixY0nbnDlzJsmTW15ejqdPn0JVVRXa2trQ0tKChYVFDU+3CxcuYNCgQejbty/pg7m5uVi8eDHxAuZYvXp1DUPlz8K9g5MnT2LSpEkYOHAgtmzZQpTCBw4cIIYazrNJ2O/twIEDCAgIIOn7uHkrMzMTDRo0wO+//47s7GxMmDABZmZmZGNV33DP4dKlS1i8eDFmz55NUvoAQFJSEhQUFMg7j4uLQ3R0tNh4O/4bgh6kDx8+REFBAVGeHDlyBNra2ujevTuOHTuGyspKJCQkIDEx8V+N5/fv3wfLskhJSSHH7t69C11dXeLdl5WVhR49euDy5ctCy5/PbVa46124cAFJSUlITk4mEa07d+6ErKwsevfujaysLDx79gyTJ0+Gurr6vxqmfgTB8fvly5dgWRZz587lzelDhgyBqakp+Ts2NhYTJ04USjubMmUKzM3Nyb1XVlYiJCQEXl5eAKrWFR06dCCR7MCvk+Zv3LhxUFJSQnx8PEJDQ2Fra4tRo0aR8Sc9PR0+Pj6ws7P76SKxXF/bvXs3bGxsMH36dJSUlCA7Oxvdu3eHsbExL41gXFwcbG1ta+QgFxdmz57NS0OSkJAAWVlZXmRcfn4+2rZtCy8vrx/q49xYdPr0acyePZv32ePHj2FmZkbSy7x8+RLdunXD6NGj63w/s2fPHmhoaJCUjZs2bYKkpCQv3/unT59gYGDAS0MoCg4fPgyWZbFnzx5yrLy8HD4+Prx9U7du3XD48GGhKPMFx4Ndu3ZBX18f3bp1452zePFimJubkz1fXFwc5s2bJ7btvz4QfAcJCQmQlpZGv3794ODgAGNjY7i7uyM7Oxt//vknpKSkoKCgAA8PD7Ru3RoyMjJwc3Pjpd0T9jhcvQ0lJCSQAubnz59HcHAwJCUlSf8sLCzEH3/8AW9vb1haWtaIVBcWN2/ehIaGBmbOnImtW7fCwsICbm5uxNHx+vXrSEhIQI8ePTBz5swf8uy/dOlSjQjw/fv3w8PDA87OzmSPl5+fD1dXV7Rt2xZbtmzB6NGjoaSkxIs6EAf27NmDxo0bY+HChTVqG4eGhsLAwADJyckYNGgQmjdvXqcGin+Ca4MpKSlQVlaGo6MjTE1Noa6ujkOHDpE92IULF9C8eXMEBAR8V6Fy7vefPXuG9PR0vHr1iuxH3rx5g06dOqFNmzY19JR1Ob4K9o+0tDQsWrSIRDJz+7qNGzcS46inpyesra1hampK+pgw93jctbiME0DV+M7V6ebW5StWrEDDhg2hq6sLZWXln9aP/ShnzpyBu7s7bGxseGvsDx8+wNTUlKRxLSgoQO/evbFnzx6hjlmPHz+Gra0tdHV1iWGusLAQAwcOhJ+fH+bNm4fRo0ejefPm9bJn+V646N7169fD3NwcJ0+eRGVlJZYsWQJTU1P07dsX+fn5uHnzJuLi4qCgoPBTNXGpkUZICA4iO3fuxJUrV5CYmIhGjRqR1FZlZWWYMmUK7Ozs4O/vD2dnZ7Ru3ZpsCOqj49Q2uH3+/Bl+fn48Q83Tp0/RvXt3NGvWDFpaWjA3NxfaANm1a1eoqalhw4YNZJF77do1SElJoXPnzsSAIK5K1OTkZGhqakJDQwMWFhY4efIkmVyHDh0KJycnLFu2DDExMVBRUcHz589FLHGVosvCwoIUPywtLUVhYSH27t2Lp0+forKyEteuXcPMmTOxbt06njHiR1m/fj0aN25cI4fm+fPnSc2JI0eO/PR1fpbjx4+jcePGWLJkCQ4dOoTly5fDwMAADg4O5JyVK1eicePGSEhIEIrhQdikpKQQJQY3Vg0YMAClpaV4+fIlvLy80LRpU6ipqcHLyws3btzAxo0bYW1tjT59+tS6YBHGwqC4uBhubm6wtbXF5s2byRi2adMmsCyLmJgYsgGzsrIi3xPXseV7OHPmDHR0dMgm5Pr162BZFlu2bCHnPH/+HGvXrsW6deswd+5ctGnTBqWlpSgvL0dRURHGjRtHoqIEyc3NxaJFi2BgYEA8SeqLlJQUNG7cGJGRkbCysoK1tTUcHR3JAi8tLQ2NGzdG165dhVp8Gahyvvjtt98QGxuLgIAAODk5oWvXrmThPmvWLLAsCwMDAygqKgp94Z6cnAwFBQV07twZbdu2hYGBAQYMGACgKtrIzs4O+vr6CA4OhpSUVI0UA+IK1z9TU1NhZWWFFi1awN3dHTNnziSb1qNHj8LOzo5E7zVt2vSb6hSVlpYiMjISw4cPJ2uxd+/eQVFREX369MGlS5fg6+sLX1/fenFaqY1t27bB3d2dtJ9du3ZBSkoKlpaWUFVVRWBgIPGeTU1NRcuWLaGiogJ9fX1oamrWiJSuK7j7P3HiBD5//owZM2ZAUlISixcvJpv/gwcPktS0UVFRkJWVFVok2ZkzZ9CqVSveOmL//v1o0qQJHB0dYWFhwUu7+auM+xs3boSuri55r/v370eDBg1gYmKCwYMHk3XzhQsXMGzYsDqZa/fv3w9JSUmsWLGCp+hLT09Hz5490ahRI7i4uMDV1RUKCgoiU1J8C1u3bkWDBg14RZh79uwJY2NjeHt7o0+fPnB2dubte37kGX758oU4SnCRK0DVe2nZsiW2bNmCly9fIjExER4eHvXijLRgwQIS/cGt47j6mPn5+WR9UFhYKPSC7YL97cSJEzh16hQGDBgARUVFUrO1uLgYPXr0gIODA/r06QM3NzeYmJjU6z65NhlPnDiBwYMHw9zcHCzL8gxau3btgoGBAby8vODr6wtpaemfUtT8agi+x9u3b6Ndu3Y4efIk0tLSUFpaij/++AOtW7dG7969MX78eISFhZEIozlz5sDd3R3x8fEiN5Bzber169dwc3MjRtRDhw5BVlYWa9asIefl5+djxowZGDVqFJk/hL33y8jIwIIFC3hpql6/fg1vb2+4urry0l3+DO/fv8fcuXOhqKiIxMREcvzgwYMIDAyEvb09WVv9/fffMDIygqmpKYyMjGqknRUFgu3zw4cPcHFx4UXLAP97dy9fvoSHhwf09fVhbm4utHmMa/unT5+GkpISqVv27t07sCwLLS0tpKamEn3JmTNnoK2t/c0pRQUdTg0MDKChoQFjY2OMHDmSGB5fv36NTp06wcPDA0uXLq3rW+QxduxYqKurY8aMGejZsydatmwJZ2dnYgy5ceMGNmzYgJEjR2LBggUi6WPcMztw4ACCg4N5zgNjx44lhhouojIjIwNpaWlCT/Na3ZEgISEBLMvCzc2NGGqeP38OZ2dndO3aFQsXLoS/vz8cHBzqdQ/ztfX0s2fP4OrqCk1NTaL/PH/+PDp27IjWrVvDwsJC5OvH6oESDx48gL+/P4YOHQqgKuKTy0bSuHFjmJqawtzc/KfHO2qkEQKCHWb69OnQ1NTEvXv3UFBQQDoPNwB/+vQJ06dPR+/evTFgwAAyANVHhxGUiwuB4ygrK4Ovry9UVVVJscOnT5/i1KlT+PPPP4k8whogu3fvjlatWmHdunU8Q428vDyvDoG4wHXou3fvQkdHB3PnzsXx48fh7e0NbW1t4pV76dIlhIeHQ0dHB5aWliIfiDhev34NOzs77N27F1lZWZgyZQrc3d0hJSUFa2tr/PHHHz/1+7UN1h8+fIClpSV69erF827OzMxE165dMWjQIKEpc/6JuLg4nodlZWUlrly5AgMDA/To0YMc37Rpk1gVjqwrLl26BG1tbbJByczMRNOmTaGiooKIiAiUlJTg2bNn6NOnD+zt7TF9+nTy3Y0bN8Le3h4dO3asE8Pev1FbO/v48SPat28PJycnbNq0iShdtm7diubNm8PU1BR2dnZ1nqZL1Bw8eBAeHh4AqqLWZGRkiBfNp0+fauRKP3v2LEnPwo339+/fx/jx4yElJUVqc3Dk5uZi1qxZsLCwqDfjyKtXr2BsbMzL7X/w4EH4+fnxFvT79++HkpKSUGtA3b9/H/PmzePlal61ahXatGmDsLAwMr9euHABBw8eFPqclZmZCU1NTfLOb9++DTk5OeKRXFZWhpMnT2LIkCEYOHCgWBSP/h4OHDgAGRkZJCUl4cmTJ4iOjoampiaGDx9ONk337t3Djh078Pvvv9c6/nxNKbRixQo0bdqUKJIqKyuxfft2KCsrw9DQEC4uLkL1nN28eTPc3d3RoUMHnDlzBtHR0cTbcf/+/ejQoQOcnJxIcdu8vDzs27cPJ0+erPcN48mTJyEpKUnyWk+bNg0NGjTA4sWL8eXLF+Tn52Pjxo0IDAxEp06d6iWlkuC4X70OFZfGg3tPBQUFJG/0hAkT6nXNXV+sWbMGkydPBlBllGvatCmWLFmCuLg4NG3aFCNGjKiRauNn2mlBQQGCg4MxadKkWj/Pzc1FSkoKYmNjMWfOHLFaB33tvpOTkyEpKcmLBl27di0GDhyI3r17Y+bMmXWiGHr48CEmTJgAQ0ND4gQFVO1xZGVloa+vDyUlpToxpNZ2r2vWrEF0dDRSUlIgIyODlStXks9SU1MRFxfH2wsKqx8IyhofHw89PT08e/YMDx8+xIABAyAvL0+UzLm5uejTpw9CQ0MRGRkp9KiFtLQ0NGzYEPPnz8f27dsRExODli1bon379uScjRs3Yvjw4ejTp88v4+zws6xdu5aX3nLZsmWws7ODlZUVTp8+DZZlERcXh8+fP2PlypWwsLBAt27d4OTkRNZDoaGhWLlypdCyh1RnxIgRvLSDQFWkrIaGBh49eoR9+/bx6lQVFxdj6dKleP78Oa9OqzDnj8rKShQUFMDQ0BANGjRAREQE73POcc7b25uXzutnyM3Nxbx58yAvL8+LqDlw4AAx1HD6jJycHGRlZf1UOvS6YNy4cUhLS+Mde/nyJVRVVYkR+GuK5NpSt9Y1W7ZswbZt28jfRUVFmDdvHkkXx9UtGz58OEJDQ6GsrIw9e/aQVK3fkuZf8P4OHToEeXl5LFq0CCUlJZg6dSqaN2+OsLAwomt58+YNfH190bZt23q7/+vXr0NJSYkYQYEqpzEdHR24uLh8NfJKWH1M8JmlpKSgSZMmmDt3bg0F/OjRo6GhoYGFCxcK3UGwNmJiYmBgYID4+HiEhISgZcuWsLW1JY5r+/btQ5s2bWBtbQ1/f/96d7znfvf27ds4duwYzpw5QxxRXr16hTZt2kBdXZ043r979w55eXlikyb38OHDiIqKInqGY8eOQUJCguhzuZIQaWlp+Pvvv+skNRs10giRx48fo3///ryc0IWFhZg8eTIv9Vn1RUl9GEIEO+HUqVPh6ekJJSUl9O3bl0zi5eXl8PX1rbVGDfd5fcn16tUrvHv3jjepd+3atYah5vLly1BVVRXLgqRcDtHY2Fje8Q4dOhAvCKCqY1e/V1FTVlYGKysrmJmZQV5eHqGhoViyZAkyMjLg5OTEyzH7vQim3Vm2bBl27txJ3ufy5cvh5OSE7t2748OHDyQtkKenp9jUGYqMjORFzXAkJSXB0dFRLFLV1Sdbt25FVFQUgCrFr66uLnr16oW4uDg0a9YMPXr0QGlpKV68eIHo6GjY29vzlBHLly9Hnz59hLr5qh6enpeXh+DgYDg5OWHLli1kcZKRkYFr164R2f4/RUHt3bsXBgYG2Lx5M+Tl5YmyHqhKWxMaGlprOPHZs2dhYWFBPOGfPn2KuLg4tGrVivdegSpDa30uqO7duwdlZWVeup6ysjLs378fVlZWPE9BbuMiDB4+fAg3NzeoqamRzTtQNZevWrWKeCyJMs3D0aNHSQTUs2fPoKmpycv5e+vWLfL/X63dv379Gu7u7sRA9vHjR2hoaMDW1hYmJiYYOXLkd9UEu379eo2IVldXV0RHR/OeTW5uLu7evSuS8WLHjh3w8fEh6boEFeEnTpxAx44d4eTkhGPHjglNpufPn2PMmDE1xoVp06aBZVksXLiQ94zqe05fsmQJxo0bRxyNAODq1auwsrLiKQSqI87tX3De5MbkoqIivHnzBq9fv4alpSXpB2/evIGamho0NDRIiq262IB/+vQJurq6WLhwYa2fi8ta7Z+4fPlyjWM7d+6EpKQkL5VWdb5131NSUkKe9YcPH1BQUED+fvnyJeLi4mBoaIiZM2eS76SkpGDv3r11kiZU8D0Lzov79++HlJQUWJblzVWFhYXw9/fHkCFDRBpB9ubNG/Tu3ZvUAQOq9s6coYZL0Vnd+CqsPltWVob+/fujT58+5FhRURH++OMPKCsro0uXLuQ4lxrlv8CyZcsQHh7OSzl37do1GBsbg2VZ+Pr6QlFRkaTYffHiBaSkpDBw4EDY2trC3NwcFhYWaNWqlcgiGfPy8jBhwgSYmppi9OjR5Hh2djZ8fHwQExMDBQUFXr+5d+8e2rdvz5tPRJF+iZPF2toaZmZmpGg5x6tXr2BtbY3g4OA6q4+ak5Pzj4YaZ2dn3twrSnJzczFixAjeOheoercmJiakmDrwvzn22LFjJNNNffP69WvibCZY8+zChQu4ffs2CgoKSG0WoMpg07hxY8jKyhID0z9x/Phx8v/Kykrk5uYiJCQEU6ZMAVD1HLS1teHq6goLCwuEhYWRiJrs7Ox6TTV17tw5NG/enCjnued/4cIFNGnSBB06dCAOUsIcT6vvAR48eAA9PT0SecohuJYYN24cZGRksGzZMpE6+ly9ehUqKiq89753715YWlrC1taWjAHZ2dn49OlTvaWcnzlzJmbNmsVL3SctLQ0jIyOwLIu2bdvizz//BFA1Rrm6ukJHR6fOU6X/DJzsbdq0AcuysLS0xIYNG5CVlYUFCxbA1NS03pwaqZFGSPz5558kRJFLQ8HBGWoaNWpUI6Swvid7Ls/qihUrsGDBAgQFBcHa2ppsvkpKShAYGAgJCQmS57y+SUlJgYmJCdTV1REVFcULKeQMNRs2bCDKQEHvFXHCysoKLMsiMDCwxsDXoUMH6Onp4Y8//hBZfRUOwY1kYWEhMRYVFxdjyZIl2LBhAwoKCsjk2KlTJxJO/aPtc8+ePWjUqBEcHBzAsiw6d+6M9PR0otS0srJCw4YNYWxsjGbNmolNhBFQlWrGysoKBw8e5B1PTk6Gjo6OUL33RcWQIUPw6tUr+Pn5oWfPnoiPj4empiYaNmwIlmVJjv+srCxER0fD0dGRl95DmF5y69evh7W1dY1UeR8+fICrqyuMjIywdevWGpEzv5IntSCCz1Rw3Pn06RPatm0LlmV50U1fvnxBcHAwIiIiUFlZWaNPX758GUZGRrzig48ePUJcXByMjIwwf/78er6j/7WX169fw8zMjLdJ5tDT00N8fHyN7wiDL1++YOLEidDU1ERQUBBPgVRZWYm1a9fCxMQEvXv3/mqh9/rm7Nmz8Pf3x40bN6ChoYEBAwaQNp6eno7hw4eTTdmvkuaJo7y8HGvWrMH9+/fx9u1bGBoaIjo6GkDVfMWlJvsW5cTRo0ehpKQECwsL/P7778TAu3TpUri4uJB1R/XxoT7HMsHfFrzuwYMH0aZNG0hLS9eIhDtx4gS6dOmC1q1b1yjyWx/cvn0bbm5u0NfXJ5G2gv1g2rRp+O233zBr1iyh1WEaPnw4AgICICkpiVGjRhEFr5ubG68Gya+iSBWUc/78+Zg8eTIvEuncuXPQ1tYmqZVu3LiBsLAwrFmz5qfukRsPuDny06dPcHZ2xuTJk2uMZ7du3cKUKVNEvq79Jy5fvgyWZXlRjxzr168Hy7KYOnXqD/32li1beH00NTUVFhYWMDU1hZWVFfbt24eKigpkZ2cTQ031GjU/i+C7vnbtGjQ1NTFo0CByLCkpCSzLYsmSJTh79iyuXLkCX19fWFpaijTV38aNGyEpKQljY+MaqSgfP36MgQMHQlFRkUTpcQhb1pCQEPj4+PCOffnyBYMGDSJ7vv8iXLs/ffo0cUgZOnQoJCQkYGFhgRkzZmDq1KmQlJRE7969YWxsjOTkZGzatAlTpkxBfHy8yCIZuX1bdnY25syZAxMTE176w0mTJoFlWbKuAKoykAQGBsLHx0dkqQG5OZYbm2/fvg1jY2MEBwfX0DVxdenqkuzs7FoNNdzaxNvbm2ewFiXcszpy5AhZCxQXF6Ndu3awsbGpUY8mNjYWnp6eQluvXLp0CV26dIGHhwdRXHOkp6fD0tIS6enpAKrm2V69eiEqKupfdXN37twBy7K89gxUKe1v376NnJwctG7dmqQ+HjduHKSlpeHv71/n2Uu+lkWlWbNmNZx73r59S9JHeXt716kc/8b06dPRrVs33jrm/Pnz0NHRQW5uLkpLS7FkyRK4ublBWloabm5u5N4SEhJEXhv7+PHjkJGR4Rk7SkpKsHXrVjRq1AheXl416hfVxzp4+vTpYFkWixcvxuvXr2FsbIxVq1bh7du3uHbtGtq3bw8PDw8ypz99+hSWlpYwNTUVubNU9bZ67949tGvXDj4+Pujduzc6duyIESNGoGfPnpg9e3a9yEuNNEIkIiKCLIyrGxY+f/6MUaNGwcXFRWiT2fPnz2FjY8Oz2j969AixsbGwtbXFqVOnAFQZkWJiYoSyCLl//z5atmyJxYsXY+HChWjfvj3s7e15Ibrdu3eHsrIytmzZUqtSUdQIyuPn5wdFRUWcPHmyxvPz9PSEhYXFdxV6q0sEn93+/fvh6+uL1q1bo1OnTkhOTibncBQWFiI+Ph6KioqkIOb3Xg/4X55TLl3W5cuXYWlpiXbt2hFFU2lpKf766y8cPHhQaEX6vibvmzdveKHaXFhmhw4dSDHGyspKjB49Gs7OzvUeEi1MuEn7y5cvxDv23LlzMDIygru7O4yMjDB37lwoKSlh3bp1cHJyIt4GS5YsAVDltT948GDo6enxQrmF1W+fPXsGc3Nz+Pr64ujRo7zP0tPTISsrCxMTkxpGt18RwWe6YsUKDBw4EBMnTiQLxtTUVNjb28Pd3R1paWnYvHkz/P39yYLoxYsXxPN+y5YtJNLi1KlTsLW1hZWVFc9QM2HCBCgrK5N3XVfyf82QUVJSgk6dOsHOzq6GUrpt27Zf9ewWBsXFxZg+fTqsrKwwcuRIXiRPZWUlNm7cKPSCo4LcuXMHLVq0QMOGDXkRNEBVig9/f3+xCSv/NwQjbrkoTG4zNX36dISEhJB7mTNnDgwNDdGxY8daI5lq25gcO3YMCxYsQPPmzeHl5YWYmBjcu3cPsrKyImtjT548IRvmv/76i9R+4vq0j49PDWeGw4cPo3v37kJpd4WFhejWrRukpKTQu3dvsmERNH5z64f6aGdfW59WVFRg586d6NixI7S1tREREYFRo0ZBWloaFy5cqHM5hEFsbCyUlJSwZcsW4mEKVHmempiYYMaMGbh79y6CgoLQo0ePn8ozzn338OHDmDBhAtn0x8fHQ0ZGhlewHQAmTJgAd3d3sYoort7Hy8vLMXfuXDRq1KiGk8Hff/+N5s2bg2VZXlrNb+Hx48dQVVWFs7MzgKo58rfffsOUKVOwevVqREVFQUFBAfPnz0dlZSVevHhB5lBBT+6fQXDsX7JkCXr37g1VVVU0btyYKOGAKqWzpqYm5OTkYG9vDz8/P9JXReWgkpubSxxJavMOf/LkCcLCwuDn5ycC6f7H2rVr4eDgwPNSBqpSydnZ2cHBwUHsUnDXJ4Lt5dixY9DW1sbEiRPx5MkT+Pj4YMSIETA2NoaNjQ3i4+OJMatp06a1tjVhK+c4BwJuX5udnY3Zs2fDxMQEI0aMIOdFR0ejSZMm6N69O3r27Al3d3deAXNhGfsFx+TevXsjKCgI48aNI97cN2/ehLGxMdq1a4fz58/X6TUzMjJw/PhxHDlyhBz7mqHmyJEjYtEPBPcTOTk5GDZsGFiWJQ7A79+/h6GhIRwcHDB9+nRs3boVAwcOhJycXL2kY61NPq7tHDlyBBEREXB0dORl3eEiEK5cuYKioiJMmjQJYWFh3zRWl5aWYtOmTZCSkuJFiHFr5mXLlsHHx4fM2Rs3boS5uTkiIiLqNIJGUNaysjJeP4+Pj4e1tTXJKARUpVXt1asXjh8/jmbNmmHOnDl1Jsu/ce3aNdKfuD3Gq1evYGFhARcXF7Rq1Qrt27dHfHw8bt68iUaNGtXZHP691Lbfe/36NUxMTGo4/ufk5MDY2BgNGjRAz549hSLfokWL0KBBAyQkJCAyMpKn88zIyEBgYCBCQkLIfTx79qzOjck/yvHjx3Hq1Cmi/5syZQoSExNx7tw5rF+/HoqKimjYsCGUlZXrZayjRpp6oPpELdiBQkJC0LRpU6SlpdVYiHz58oWcWx8KzOq/+fbtW6iqqpJ6OByPHz+GoaFhrQNOfS7eb926hcTERIwbN44cu3btGnr06AFbW1ueoaZ///5CqWnxrfzT+7K1tYWhoSHOnz9fo23UZwhpbdS2iNy7dy+pMbFt2zb06dMHcnJy2LFjBzln+/bt8PX1hba29k9FtZw+fRq9e/dG27ZteYqjK1eukFDs6mHaokCwqJ6xsTH09PSgoKCACRMm4P3793j8+DHc3NxgZmaG1q1bIzAwEPLy8mJRFPFnuXDhAk+JtmfPHrRv3x7Ozs7YsGEDcnJy8Oeff8Le3h5SUlJkYTthwgS4urri3bt3pEA6l5bqyZMnSEpKqvfN/9c2Sc+ePYO1tTU8PT15ETXHjh1Dz549MWbMmF82coajegpLaWlpREVFQU5ODm5ubsSguHv3bnTo0AEyMjJwcXEhdYRKS0vh6ekJZ2dnJCQkoEGDBiRipaKiAidPnqxhqLl//z6mTJlSZ2MxtzDj5sajR49i6NCh6NOnD0k7UFBQACsrK9ja2iIpKQlpaWmIiYmBvLz8DxmPvxfuOd+7dw+7d+/G6dOnieKyqKgIkydPhoODA0aMGCHUlGvV5btw4QJWrVqFTZs2kffFRfROmDAB169fR0ZGBkaPHg0FBYVfprAxd3979uyBlZUVdu7cyYuQGTRoENzc3IjiJCYmBvPmzatVaSw4Xty7d6+G4e/+/fvYsGEDTE1N4ejoCAUFBdjZ2Qk933R5eTnatm0LZWVlLFiwACzLYtOmTeTznTt3wtvbGyEhITU80OurDda25vn8+TMGDBgAU1NTLFy4sIaXL4AatVF+lqKiIp4s69atQ0JCAuLi4nDjxg1y/zk5OXjw4AFCQ0Ph7OwMlmUxY8YMAL9OJA1Q5VCjqalZw+sXqNpDDBkyBPr6+lBRUYGDg0Od5BnnCsyPGTOGV1+je/fukJaWxpgxY5CQkIC+fftCVla2RhsUJYL3vXTpUhw9ehQVFRUoLy/H/PnzwbIsz1Dz5s0bDB06FCdOnPhuZXFxcTHS0tJgYWEBd3d3pKSk1EgNPGnSJMjJyZF0Xg8fPqyTObR6G54yZQrk5eWRkpKCQ4cOYcCAAWjVqhUvTVdmZiZu3ryJR48e1Vu6k2+Vl+PTp09o06YNdHR0ak0hkpWVJXRl+NOnT5GRkUEUNZmZmbC3t0dYWBjP8Sc2NhajR48mxZn/C9T2LkaPHg07OzvEx8dDS0sLI0eOxO3bt2FqagqWZREaGkrSoAmuvUW1Br906RICAwOhra39r4aaxYsXo1+/foiMjMSMGTNEUsAcqFrHc6kZu3TpAk9PTzRt2pSkXrp58ybMzMzg6upaY13zvQjuh/X09KCnpwczMzM4OzuT+fXt27eYN28elJSUMGbMmJ+7uTqi+py3e/duzJs3D+np6Rg6dCgZH4Gq9UFUVBTs7OxgYGAAX1/fGqnR6lvO3bt3o1u3bnBwcICEhASsrKx4TtSurq5o3LgxzM3NoaCg8N26mO3bt0NSUpKkOOOYPn06WrduTZyYxo4di2nTptWpM42gYn7evHmIiIiAtbU1kpKSyNjav39/6Ovro3///li+fDnc3d3h6OiIwsJCtGnTBiNHjqwzef4JwTHt1KlT6NixI+lDR44cwbBhwzBlyhQ8ffqUvDtfX1+ezkxYCMpaVFRE+mNhYSEiIyPh4eHBS3eanZ2NTp064ciRI0Jd93L7FgUFBbLW4a5//vx5sCxLosTEicjISCgrK2Pw4MG4fv06nj17htatWxN9yv379xEWFgY1NbV6cYajRpo6RrDRb9iwAUOHDsXQoUN56VnatWuH5s2b4+DBg7VO7PXtYS4Y0WBvb49x48bVCEcNDg4muS+FQU5ODtq1awdFRUVeUXbgf4YaR0dHnpVdXOCe28mTJ5GQkIDu3bvj1KlTPGWEjY0NDA0NcfHiRZEpBLjrXr16Fb///juAKk8/BwcHUp/i3bt3UFdXh4mJCWRkZEjIbV5eHmbPnv3TIZz79u2DvLw8pKSkao1qcHBwgKenJyl4LEpOnDiBxo0bY+HChTh58iQWL14MfX199OrVC7m5ucjKysK+ffswbNgwJCUlCS0dYH1RWVmJ9PR0kg6rtLQUZ8+ehYyMDAYOHIioqChISEhg1KhReP78ObZs2QIdHR2wLAs5OTm0bNkSly9fJv0hKCgI4eHhQksjJtivUlJSMHfuXCxbtozU03rx4gVsbGzg7e2N5cuXIzMzE8HBwTzPr1/VUFM9L3V4eDjxoMvJyYGXlxdcXV15nllPnz7ljftlZWX48uULyRUraCwHqp4vF1FjZ2dHUgBUf78/yr59+8CyLBkXdu/ejYYNGyIwMBBBQUGQkJBAREQEsrOzUVBQgG7dusHKygra2tqwt7cXioFUMK+uuro6WrduDVNTUwQEBJDUEpyhhssfLYq0P8nJyZCVlYWxsTG0tbVhYWFB5qNly5ZBWVkZLVq0gKmpKczNzX854/Lu3bshLS2NuXPn1vC4WrRoEezs7NC9e3f06dMHMjIy/zpvxcbGQlVVFXJycrCzs8OZM2dqRDtv3ryZeGByC3Rho6+vj8aNG5M6FoJj3o4dO+Dt7Y3Q0NB6zwPP9YMzZ85g8uTJGDJkCImS/PLlC/r06QMHBwdSkBZAvRQl7d69O7y9vYkCIC4uDjIyMggODoaamhrMzMwwYcKEGtHKL168wPjx46GgoCCW9Qz/iVWrVsHGxgZ5eXm1OnWVlZXh77//xtmzZ8l89jMKxL///hsaGhpYvXp1rZ9Pnz4d7du3h5WVFSIiIoTiefytCPaPjx8/onnz5rCxscHp06dRWVlJDDUNGjTA0KFDsXXrVgQGBsLf3/+7jBaCqfTKyspw8OBBWFlZoVGjRiTiTXA86dKlC4m2+dZr/BPVc+fn5ubCxcWF50Wbl5eHpKQkaGlpYfDgwbX+jrD2JtXHrYSEBMyYMYMokwoKCuDs7AwDAwNkZGSIVNaUlBQoKytDV1eXFOoGqvZRjo6OsLGxgYODA4KDgyEtLV1vuenFEcF3sHz5cl79jrFjx8La2hru7u6wtLTE2bNn8ffff6N169aIjIxE3759ibOQMD3kv8b169cREBAATU3NGoaa1q1b8ww1ok6N/PHjRzg5OREnA6DKubZbt25QVFQkEbc3b96ss6iuo0ePQk5ODqtWrcKXL19w4MABsCwLa2tr4gDz9u1bTJ06FVpaWnj//r1Is5xw6w6ujWZkZEBaWpo4tzx58gTR0dE8Q01paSmKiorw/v17oTtYnTt3Dg0bNsSKFStw+/Zt7N+/Hx4eHnB1dcXOnTvJeQsXLsSqVat4NQj/Ce7+jx49ismTJ0NbW5s4anFs27YN9vb2ZP0oJSVVp2nONm/eTAxD48aNQ7NmzZCYmIju3bvDzs4OLi4uuHbtGj59+oSVK1fC2NgYTk5OaNeuHXmPPj4+5DeE2a6uXLmCFi1aoHPnzrXuk0pKSpCQkAAVFRWR1lGZNm0afHx8YG1tTdINZ2dnw8vLC05OThg4cCA2b94MDw8PeHp6knYhzLFr1apVYFkWU6ZM4aVCfvz4MQwMDGp1PBIHNm/ejIiICCgpKeHPP/9EYmIitLW18fjxYwBVa6v6ykJBjTT1BLfpHzx4MGJjY8GyLMaOHUs+DwkJgYqKClJTU4XqXb59+3YEBQWRTcHKlSvBsiyWLVtGvH8KCwthZ2fHq1sgDNLS0uDn5wc1NbUaxW6vX7+Ojh07kvyg4pbibNeuXZCXl0eHDh3QsWNHKCgoYPr06TzvOAcHBygpKdVasLS+4drArVu30KBBA5Kb9NWrVxg+fDjevXuHly9fwtDQEAMHDsTDhw/h4eEBKSmpOimc9+jRI7LoOXnyJDQ0NBAREVHDU+XixYvw8PAQeoSRINyzGjZsGDp16sT7LDk5Gdra2pg2bZooRKs3qqfIaNCgAebPn48FCxaQ9D6VlZXYsWMH5OXlMWzYMLx//x7r16+Hvr4+VFVViVcPN7b06dMHnTt3Fvq9jB49GioqKrC3t4eFhQUkJCSwbt06AFXKuQ4dOkBbWxtqamp15mksKtasWUNCsYGq8dzW1haOjo485eOrV6/g5eUFd3d3kspQkMrKSpSUlKCwsBAmJibQ0dGBn59fjTo+nKFGV1cX7u7udZpu8u+//0ZUVBSaN2+OI0eOYN68eVi2bBn5/Ny5c1BTU0NkZCSAqg3Vx48f8fz5c6GmGDx+/DgUFRWJbH/88QdkZGRgZmZGDExFRUWIjY2Fr69vvUZdCD577v9FRUUYMGAANm3ahIKCApw5cwbOzs7Q0NAgm+n79+/j8uXLJB/1r0R2djYsLCxI/urS0lIUFhbiwIEDyMzMRHl5OSZOnIiAgAB4e3vX6g0puCbavXs3jIyMsH//fly5cgVOTk7EU6o2A+TQoUPh7u5eZ8V3v4WysjJ8/vwZzZo1g4aGBoyMjIgyULAN/PXXX7CyskJkZGS91+pLSUlB06ZN0alTJ2K8GjJkCICqiJrevXvDxcUFs2bNqlHku644c+YMFBUV0aVLF7JmEfQaHjduHJGhrKyMt9bOzc2FjY0Ntm/fXi+y1QW1KaInTJgAfX198rdgDZHDhw/XUGr/7P7i9OnTMDMzw6tXr8hvVZeLM/CLa33IMWPGIDw8HE5OTpCVlYW+vj7PEejPP/+EqqoqLC0t4e7u/l1rguLiYsTFxfG8mouLi3HgwAHY2dnB0NCQtH/u39mzZ8PJyalOvO/HjBlD0n8JGpYsLS1reB5/+fIFvr6+kJCQ4BlqRLX2iY2NJXN6165dIS8vT2oXfvz4EW3atEGrVq2EbvjjnseTJ0+go6ODpUuX4uTJkxg8eDAaNWpEsk88fvwYf/75J3r06IHY2FhelNl/iTFjxkBNTQ0zZszAwYMHsXfvXty8eRMjRoxA69atoaWlhfbt2+P06dO4efMmDA0N0bJlS8TExGDs2LFwcnLCu3fvRNIOBa959erVrxpqTE1NERMTI3T5auP169dQUVHhzV0VFRV4+PAhXF1dMXPmTDK21MXc++nTJwwcOBCzZs0CUBXNpqWlhYiICOLow0WZvXv3jvxfVIwaNQo9e/bkeer/+eefvFRfAN9QI1j7WBTMnDkTTk5OvGPnzp2Di4sLLC0tedEQ38v+/fvRpEkTJCUlYfny5aROlGB7XrJkCfr27YsuXbrUaVQ9p2M8ePAgHjx4ACMjI162lBMnTiA8PBze3t5kz1pRUcFbe8fGxkJFRUVkdV4uX74MfX19hIaG8taX+/fvR48ePdCyZUuh100WXIPNmzcPLVq0wKRJk9CjRw+wLIvJkycDqOqPXHYHa2trBAUF1Xt6Rm5MzcrKqmFM5KKXExIScPfuXbx79w7x8fFQVlbmpe4VBdxzuXHjBg4fPkyMt0DVc1y5ciVkZWXRoUMHqKioYMKECfVuzKVGmnrg+PHj0NbWJp7MKSkp+O2337By5UreeY6OjggKCqpXWQQ74fHjx9G/f39ISEigX79+pEHOmjULEhIS6NChA7p37w4PDw+YmJjUa/gu14k/f/7Ma+Tnzp2Dv78//Pz8auT7vXXrlsg7cW1cvnwZ6urqRBFcWVkJSUlJKCsrIz4+nhcC5+HhIfQ0bVwbuHnzJpo0acLzoABAlE2jRo1CaGgo8TodNGgQWrRoAU1NTZ7X5veSmZkJOzs7jB07lrzrAwcOQFNTEz179qyxARPVRp+7P87rqE+fPujYsSMAvufU7NmzoaysjPz8/F9SsV8drn28efMG6enpePfuHbZu3QqWZaGurl4jL3t4eDgkJSUxcuRIPH36FDt27ICtrS08PDyIwre8vBwuLi681BrCYPfu3VBSUsKVK1dQVlaGnJwcJCYmQkJCghcVdvfu3TrzNBYVK1asQHh4OG+Mv3nzJomC4zx7ObKysuDn5wcTExOcPHnyq7/78eNH5Obm1poejuP69evEi6QuefjwIXr37o2mTZtCT0+PFBPk3tO5c+cgISEhMsVqUVERevXqRaKMsrKyoK2tjZCQEAQEBMDExIRE1Hz58qXOUztVp7pn1/nz52Fubo7AwECeJ9zt27fh6OjIM9T8qrx+/Rq2trbYu3cvsrKyMGXKFLi7u0NKSgrW1tZITU0l5/7bAnr79u2YPXt2jboUnp6eaN26NQ4ePFhjQ7N9+3Y4OjqKJJUdN+c4OjrCwMCgVkPNyZMn6z2f86NHj6Crq0sixAsLCyElJYXY2FjSVwsLCxEaGgofH5869zI7ffo0UT5dvnwZCgoKcHV1hZubG6/uUFFREaKjo2FtbV2rssrY2Fikdaz+CcFx/cSJE8T4cu/ePTRr1qxGpOPHjx/Rrl07bN68uU7l2L59Oxo1akScAQSNPlevXhWp9+i3sHr1aigoKODq1at49uwZHj9+DHt7e+jo6OD06dNk7s/JycHbt29/KO0X967S0tKIE0RxcTEOHToEfX192Nvbk5p+QFW6ZldX1zoZQ548eUJ+h1OOFhUVYeDAgWjbtm0No93EiRMRGBiINm3aYMGCBT99/R9lz5490NDQwMWLFwEAmzZtgqSkJDZs2EDO+fTpEwwMDBAeHi50+U6ePIlNmzbVKLY9btw4NGzYkCcn8GulTKxLNm7ciObNm+PatWsYN24cDAwMoKenBycnJ3h6emLIkCEwNDSEtrY2VFVVYW9vDz09PTRs2BARERGYP38+TExMhJ4i7mvv69atW/D19a1hqJk7dy6aN29eZ/UXf4bKykp4eXlhyJAhNfbLvr6+iIqK4p1bFyQnJ+P69evIzc2FlZUVoqOjUVlZic2bN4NlWejq6opFTUNuvOcU+iUlJfDx8QHLsvDx8amxDnjy5AmGDBlCDAmiYsWKFTAxManh1JWcnAxJSUmYmJjwlMbfSllZGYlc4ygsLMTatWshISFRYx1RV5kRgKoIhEaNGpHI8+vXr0NBQQFnzpzhnXfw4EFoaWmROtgcV69exdChQ6GhoSEUIwjXV27evImUlBSkp6cTB8CLFy9CX18fnTp1Io7We/fuRVxcnEizqGRmZmLKlCkkfSpQ5bzJGUIEycnJEVpa05SUFOjq6qJly5YICAjAmTNnyNqRM9RISUmhR48esLCwELqRi2PBggW8Wn3bt2+HnJwcdHV1IScnBwsLCxw9epSMG7du3UL//v0hKSkJU1PTenfWo0aaemDjxo3w8PAAUNVQZWRksGrVKgBVi07BKBFhLexiYmJgY2ODgQMHwt7eHi1btkTXrl3JgJycnEwiB0aPHl2veVa5QeLAgQPw8/ODra0t3N3dyXM5efIkgoKC4OPj84/KRHEhJSUFcXFxAKpSCGlpaWHEiBFISkoiA2Vdho7+CJmZmZCWliYGGsEcs9zgyC2oOYYOHYrVq1f/9MKrqKgIgwYNgouLCxISEmoYavr27csboEVp+Pjzzz8hLS2NN2/eYO7cuZCWlq5RJyM5ORlmZmYk3dOvDDf+3Lt3Dy4uLvD19SWGqdWrV4NlWfTt25e0geLiYowePRoMw4BlWcTHx+PLly/Ytm0bTE1NoaysDE9PT/To0QOtW7cWepTK0qVL4erqWuOao0ePhrq6eq1h/79qijPgf7KfOnWKGLDv378PU1NT+Pv7E4MBx4sXLzB8+HDyPe4ZvXnzBvfv38fnz5/JYuT58+ewtraGj48PWQCOGzfuq6lS6orMzEwMGTIEEhISRAlcWlpKZHZzcxNpzuvr16/j7NmzyMvLg6WlJfr37w8A2LJlCyQkJKCqqlojErQ+2Lt3L+Tk5JCXl0cKox46dAjW1taQkZEh7YF7x7dv34arqytkZGTEYjP9rQimZ+VqSdjY2MDMzAzy8vIIDQ3FkiVLkJGRAScnpxpOCF+jtLSUFAgXnPc4vLy8YGZmhl27dvHGiMTERDRv3rzevUW5+87MzMSJEydw8eJFYoDIz8+Ho6MjjIyMiPf2rFmz0K9fP6GMtTdv3iTpmh4/fgw1NTXeRofzxPz8+TNev35dp9eePHkynJ2defd56dIlaGtrQ1JSkqS35Oa2V69eoUGDBrxNLFBVj6xJkyZimZ5I8N7i4uJgYWGB1atXIz8/H/n5+Zg5cya0tbUxaNAgPHz4EKdPn0ZQUBAsLS3rfM3+7NkzmJqaYtSoUaTNc/2hd+/emD59utgoqNeuXYu3b9/yjk2YMAFt27atkRLO2tqaOCxUV9z9yP2Ul5djxIgRYFmW1BEoKSkhhhpdXV2EhoZi1KhRkJaWrpO6PcePHyf3tXnzZkhJSRGjzPXr19GiRQtERkaSPlFUVITQ0FAsXboUXbt2hZ+fX71Fuf0bCxYsQEhICID/1Tzi9sn5+fkk9UlhYaFI1miRkZFgWRYuLi41jGljx46FlJQUVq1aJbLnJy6MHz8ePXv2JGlUz549i4qKCowbNw6//fYbDh06hOjoaISGhmLXrl0YPnw4FixYgFu3buHRo0eIjo5G+/bthWqkqZ5ub968eZg2bRrpkxkZGfD39+cZarKysrB161aht0Wuf3/58oWXtnPGjBkwNzfHxo0beYr1iIgIjBo1CuXl5T+8Fvin76WmpsLFxYWkWDx48CDatm0LPz8/kUU6CDJ79mx4enoCqNIlbdu2De/fv0doaCiaNWtGjMKCPHz4EDExMUJXtgtGeR86dAhycnJYv349r32ePXsWTk5OiI6OrpHW8lsoKSlBmzZteIY7oMo5t0+fPmBZtoYhui7YsGEDWJaFr68vOXbnzh0YGhpiy5YtAPjtzNDQsEaGkvLycuzZs0eoReSTk5OhqKgINTU16Ovro1+/fiTC59KlSzAwMEDnzp1J/RRRjv+nTp0idV4EU5kDVYaaBg0aYOrUqTXS/db3HuHRo0cwNDTEvHnzsH//flhZWcHe3h67d+8m61NOv7Rw4UKR6dJKSkqwYMECyMnJITY2FkBV8MT69evx4sULZGdnw8PDA61bt8axY8fIc/v06RNOnTpVL46q1aFGmp+ktsX8gQMH0KFDB2zYsAEyMjK8CJqDBw+ib9++vEGnvjc4R44cgZKSEi5cuECut2DBAlhYWCAyMpJM8NU3d/Vpad2/fz+kpKSQmJiIS5cuwd3dHSoqKmQzcfToUYSEhJD88OJIVlYWSktL8erVK2RkZKC4uBgBAQHo06cPeXY6OjqQlpYmNT5EYYAoLy9Hz549oaioyMttOnXqVKioqJCFQnx8PHR0dLBkyRIMHToULVu2/CEvydru8cuXLxg1ahQcHBx4hpq0tDTIyMhg8ODBIpvsOHkLCgowYsQI4l1YVFQEPz8/6Ojo8J4Ddx+/upGGu++7d+9CQUEB48ePx/Pnz3kL/qVLl4JlWcycOZN4lHz48AGJiYlgGAZTp04FUNXGduzYARcXFzRr1gyHDx8m45owo1TWrFkDOTk5vHv3DsD/xtYTJ05ARUXl/006CsGN4rFjx6CtrY3x48cTL6y7d++idevWCAwMrGGo4eDey+7du2FiYgItLS0YGxtj8eLFZFH6/PlzODo6wtzcHK6urpCXlyfzSH1y79499OjRA40aNapRu8rZ2fmbFfE/A2f4+Bq7d++Gs7MzeVanTp2Ch4cHhg8fLpTFW0FBATHEcIrwkpISHD16FK1atYKtrW0Nr7gbN26IzWb6W+Ce/969e2FlZUWiZEpKSrBs2TJs2LABBQUFpJ936tQJ48eP/8ffEuTz58+wtraGrq4urly5UuMcMzMzdOvWjfydm5uLuLg4sk6pLzg5kpOToaysDGNjYzRq1Ag+Pj4k/WhBQQFcXFwgJyeHgIAANG7cuN7l4rh8+TK0tbVx4sQJ6OjoYMCAAWRMunjxIvz9/etV4cGNXZmZmSRCIT09Hc2bN0dwcDBPUX///n3o6uqSyHbB4z+i9BAmkydPhpKSEk6fPs2rbVVUVIQNGzZAQ0MDioqKMDIygre3N+nvP6JIFFwPHD9+HAcPHiSb+ylTpsDOzg5DhgxBVlYWMjIyMH78eDRv3vyrNUOEzbZt2+Dr61tjPzVs2DCYmZmRv7n2smPHDrAsCwsLC5w+fbpO9mG5ubkYPXo0JCQkiNczZ6hp06YNWJbFkSNH6iSdb25uLrS0tGBkZASgyljq5eUFbW1tss65cOECdHR0YG9vDzs7O1hbW5Pzly9fjtatW9dQ4NQHtT3bNWvWIDo6mjgyCu6TU1NTERcXx4v6FLZyvKSkBMOHD0fjxo1r9bAfMmQIlJWVhZpqVRzp1KkTXFxc0L17d8yYMQMVFRXYu3cvZGVliZd+UVERMfBWVFSgoqICjx8/xpgxYyAvLy+yOlaxsbFo2bIlevToAQcHB5iammLx4sUAqmrhtm3bFrq6ujUM+cJqi9yYvG/fPgQHB0NPTw+9e/cm+/gePXrAysoKvXr1wooVKxAdHQ1ZWdmfcjzgrnnx4kUsXLgQ+/fv582nSUlJUFBQIH+PHz8e0dHRYpPqcvXq1TAzM0Pv3r3BsiwOHToEoCqDgoeHB3R1dWvdBwo7m0JWVhaMjIwQHBxMjnGGzTVr1uDp06coLy9HfHw8+vXr982OVYKKZO7/ixYtgomJSQ0DVVJSEoyNjaGiolKnaZlXr16NBg0aoF+/flBVVcWwYcPIZ1FRUVBWVuatxz58+ABLS0tean1h6soEHcGCg4Oxfv16vH37FgsWLICbmxs6duxI5uzLly9DUVERUVFRYtHm586dC5ZlMXv27BrPbN26dWBZtkbUZ11TPe15Tk4Ohg8fTvpUYWEhPD09axhqfv/9d5GvH/Py8rBy5UooKSkhIiICoaGhNRx93NzcYG9vLxL5qJHmJxBslFu3biX/58LiJCQkSH5doEoh0LZtW/Tp00eoA9DWrVuhqqrKW/Dm5+cjISEBUlJS6Nu3b42UHvUlX3l5OQoLC+Hv70+KgH348AG6uroYNGgQ79wDBw4gPDxcLDfSd+/ehYWFBS9CJisrCxYWFkSR9O7dO/Ts2ROJiYkiV4o9e/YMHTt2hIeHB/bv34/Zs2ejefPmvALIN27cQP/+/aGrqwt7e/ufCj+8dOkSVqxYwducFRUVISYmBubm5pg2bRpROhw5cuSbi+DVFxcvXoShoSFcXV15iq5bt24hICAAUlJS8PLygre3N+Tk5H65QttfIzc3F23atMHw4cN5xwUXrIsXLyaGGs4w9eHDByQkJIBlWaxZswZAVd9etWoVRowYQd57fRmgv7ZJun//PmxtbTF8+HBeasSMjAwYGRkR75dfmdrG5tGjR8POzg6TJk3iGWpMTEwQHBz81ciOtLQ0yMnJYe7cuXj37h0GDRoEDQ0NjB07loy7WVlZmDNnDiZOnFjnEYHcvTx9+hT379/nbdYzMzPRvXt3NGrUCPPnz8fatWsRHx8PaWnpeo1MrF7w9MyZM1iwYAEWLFjAU2ht3rwZ8vLyZCyIi4vDwIEDha60yczMBMuyZINTWlqKo0ePwtzcHI6OjjU2EuLs+VtbIfTU1FRIS0tj9uzZX1X8FxYWIj4+HoqKisTzVRDBcej58+d48+YNcZQpKCiAvr4+rK2ta53zqo81wnp+6enpkJeXx/Lly/Hu3TucO3cOvXr1grW1NS+lVWJiIhISEupls/M1Q2VBQQHat28PaWlphIWF8T6Lj4+Hm5tbjY1OXckDVLWP1NRUsCyL5ORk0sYvXbqEZs2aEWPWsWPHEBQUBAsLi18uYvLp06ewsrIia7Q3b97gwoULGDt2LEkD+eXLF1y+fBn379//KacI7h3v3LkTSkpKMDMzA8uyaNOmDSlCO2/ePNja2oJlWbRu3Rr6+voiS1HxNbh3fPr0adK/79y5AyUlJRLtznHgwAGMGDECTk5O0NbW5qXj+Ba4Z5abm8tLscc5+wgaaoqLi5Gamgo3N7c68wqurKzE+fPnYWJiAjs7OwBVkbK+vr5QV1cnisjMzEysW7cOI0aMwKxZs8her2fPnujYsWO9K5oExw/Bugqcox7LsiRiFgDZHw4ZMkRo++TaarsBVeNNt27doKCgUCP9NoB6GePEla+t5VeuXAkTExO4urpix44dOHjwIGRkZDBr1ix4e3vj0KFDWLduHf7880/S9oqKijBlyhS4ubnVSUTZj7Bz505oaGjg6tWrAKpqCzZq1IjnyHj79m3Y2toiNDQUgGiyPOzbtw9SUlKYOnUqDh8+jMDAQLRs2RK3b99GZWUlZs6ciaCgIBgbGyMgIKBOnuf+/fshKSkJOzs7NGzYED179iTOss+fP4e2tja0tLQQEBAAaWlpkRnZvoa3tzeaNGmCsLAwXrvNy8uDm5sb9PT0RB5B+/nzZ6xZswbm5ubo0qULOR4fH49mzZpBV1cXFhYWPxR1yTnRcPVTLl++DA8PD3Tv3p1nqImJicGcOXPqNIpt4cKFYFkWaWlpAEAU4ILR6kFBQVBUVMSoUaMwc+ZM+Pr6wszMTKRpx69evYqoqCiEhoby0lSvX78erq6u6NixI3HIS09PF1nZgtrgUrrXZozZt29fvT9Xblw8fPgwBgwYAD8/P5KRhSM/Px8eHh5wdnbGX3/9JVbr8by8PKxYsQLa2tpQUlIiKcy4fvH48WPIysryaikJC2qk+UEEO8yDBw+goKBAQreBqrB7lmUxZswY7Nq1C0ePHoWPjw/Mzc15hT7rmuoLTKAqXLJVq1Y1agu8ePECampqMDAwQN++feu80whuqAXl+vz5M+zs7JCRkYF3795BRUWFlyojOTmZeN0IO0/t98ApQDlu3rwJFRUVLFu2DPfv30diYiLs7OxEkrteEO49PH/+HMHBwTA0NISUlBTxUBd871wdD8Fi5N+KYJ2hrl27wsLCAmvWrOH1lYqKCpLvNzY2VuTPhuP48eNwdHRE48aNyeaWu5/S0lKsWLECY8eOxeTJk2tVAv6q3Lt3D3p6erV6knIKuoMHD4JhGDRo0AATJkwghpqcnByS3oOr9yL4G/UxCZeWlvKusXXrVsyZMwcLFiwghtClS5fCwcEBkZGRuHjxIq5evYq2bdvCxcVFbNKy1AXr168nBWyBqhQc1tbWmDhxIlEa3bt3D0pKSrWmB8vOzoavry9mzpwJoMo4oaOjA0tLS+jq6mLs2LHEe6g+nhvXv3bv3g0zMzNoa2ujdevWvGLH9+/fR8+ePdG4cWOYmJhgxYoVtRaCryuWLFkCMzMzMgYcOHAAEhIScHNzQ6NGjWBnZ4dTp06hoqICd+/eha+vL7S1teHp6SnUzWr1+XT48OGQlJQkCtXS0lIcOXIEFhYWcHV1FQuPr2+huhH1zZs3MDU1Jc4uZWVlJFqIG4dTU1Ph4+MDbW3tf1UaJyYmwsnJieTMX716NYCqdYahoSFsbGxw48aNGmszUWwoli9fDkdHR9617927h6ioKAQFBfHm6Lrun5whinsOFy5cwLp167BkyRKSMnL37t0wNjZGeHg4Ll68iPPnzwvdMzo8PBzNmjXDrl27eIYaNTU1sCyLgQMH8uovitPG8N/4+PEjLCwsMG3aNJw7dw5RUVGwtLSEo6MjWJbFsmXLanznZ9rB1atX0axZM6xZswbv3r3DkydPEBERARcXFzK/f/r0CUeOHMH169d5hglRI2jcvXjxIho3boyJEyfi1atXqKysxPz586Gnp4cRI0bg/fv3ePjwIdq2bUtytnt4eEBOTq5GtNW/sWvXLpiamsLQ0BBRUVFkvvz8+TMx1AimPqvr/UxFRQUuXLgAQ0NDYqh5/vw5MdTUVrPq7t27iI2NRdOmTeu9nwq2x2vXrkFTU5PnjMelhF6yZAnOnj2LK1euwNfXl5e2r74V49zvHz9+HMOGDUOXLl2wbt06XhRqZGQkFBQURKKkEQcE3+PRo0exf/9+4ijz8uVLODg4QF1dHU2bNoW8vDymT5+Odu3awcnJCa9fv4a3t3eN+kcFBQUirY83b948YnzZsWMH5OTkiLGwoKCA3J+gAVyYVFZWIi8vDwEBAZgzZw6AqnVKy5YteY5wHB8/fuTVvfrRa1ZUVKBv374k9WBaWhocHBzQqVMnnD59GkCV8+KgQYMQExMjUmNH9bGhqKgIRUVFkJKSgpubG8zNzZGUlMRLTZuXlwcvLy80bdpUqGnovxbJvWnTJhgbG/MMNadOncL27duxfPnyHzIGlJWVwcrKCoaGhsQImZqaCi8vLxgaGiIkJATt2rWDvLx8nb8/TnaOvLw8rFq1qoahJi4uDkFBQXB2dkaPHj1Etkbj9ByTJ0+Gjo4ONDU1a+il1q9fD09PT3h7e4ukLrZgXz906BB27tzJMyYDwKRJk75qqAHqP1KMS70WFhYGTU1NKCoqYvHixbzr5ufnw8rKCt7e3vVey+VbEHyuOTk5WLlyJaSkpBAdHc077++//4aWllatqRLrG2qk+QEEB9tZs2aha9eu0NPTA8uy8Pf3J58tWbIEbdq0gbS0NFxcXBASElKvA1H1SZvrHNnZ2bC2tka7du1IrnCgyjrYuXNnTJs2DVZWVjh37lydy3L//n0MHToUHTt25EUVtWnTBgMHDoSuri6io6OJUiAnJwdt27blhT2KA4K1GzhP6Zs3b8LQ0BC///47OS82NhbS0tLQ1dWFsrKy0NKP/Bvc+3j58iVCQ0NhZWXFm0jrakO0adMmDBs2DM+fP0dkZCScnZ2xcuVKXnufPn06tLW10b59e5KWStSUlZXh9OnTMDU1hbGxMdlM/4oF5b+Hbdu2oWHDhuS917YZuXnzJiIjIyEtLQ1paWle8bmTJ0+CZVmwLMsr2F0fG+vw8HB07dqVKOPGjRsHaWlpeHl5QUFBAVZWVqSo57p16+Dt7Q2WZWFubo42bdrUiBb8lcnOzkaHDh1gaWnJ68ecoWbSpElEicaFzVensrISW7ZswZMnT/Du3TsYGRkRY3mPHj3QokULDB48mHgP1QdcusNly5bhwYMHWLZsGViW5S2SMjIy0L17d+jo6NT7wu7169dQVlaGq6srbt68iYiICKxfvx6VlZUoKCiAjY0NrK2tyWb1zJkzmDZtGkaMGCH0umOXL18madU+f/6MsWPHokGDBjxDzbFjx6CpqQk/Pz+hyvYj/PXXX7C2tsaHDx9IH3306BFatWqFixcv4u3bt5gxYwbc3d3RsGFDuLm54fDhw8jPz8ecOXNqjVYVTCs0efJkNGvWDIcOHcLNmzfRsWNHsCxLonMKCwvRqlUrqKurizyyE6jaGBoYGNTYFB45cgQSEhK8tVxdMn/+fPj7+5N1TmpqKn777Tc4ODhARkYGJiYmmDFjBiorK7F161b4+fmhYcOGMDc3h729fb14RldX5gnOy5GRkZCTk+MZaq5evQqWZUk6zurfETdqm5M+fvyIESNGwMrKCg0bNsTIkSNJ6pbOnTsjJibmp65ZfY7euHEjzM3N8fnzZ/LZixcv0LlzZ3h5edVpQeG6pLa1xuzZs6GlpYVJkyYhNzcXBQUFWL16NVRUVNCsWTNoaGjAysqKp4xp27btd0W837lzB+rq6khMTMSKFSugrq4OR0dHYvj4/PkzYmJiwLIsL4LkZ7h8+TLxUBasG3r58mXo6urC1tYWQJWhxs/PD9ra2rxxoqysDLNmzYKZmVm9RzAIvpclS5agd+/eUFVVRePGjXlOeZMmTYKmpibk5ORgb28PPz8/oSvsdu3aBQUFBYSFhWH06NFo0KABxo0bx8vi0L17d7AsS+b+/yKxsbGQlZWFjo4OGjZsiLi4OGRkZODJkycIDAxE48aNSaSdlZUVXrx4gYCAADg4OPDGX1HWHeXaVGJiIkaMGIELFy5ARkYGy5cvJ+ds3LgRM2bM4Bk9RLFvKC8vh4uLC65du4Znz55BVVWV13cOHDhQJ+sAwXRP+fn5GDlyJM9h5siRI3B0dERoaChPTyRKpwfufeTk5NRwGOAi3ocOHQpTU1MkJSXx0oV9/PgRQUFB9ZrhpLbovHPnzvGc0ICqeWLz5s3Q19dHZGTkD11LsG0KFoZ3dXWFtrY20UNdv34da9asQUhICAYNGlRva0hBOYAq547aDDWfP3/m9TFRrNG4aMiSkhLMmzcP2tra6Nu3b42MCMuXL0dgYGCdpCr9HqrXJ1RTU4ONjQ2kpaXRtWtX3r4zISEBkpKSWLp0qVBlfPjwIaZPn050oZ8+fUJERARcXV2xcuVKXvssLCwUao2h2hB0KAf+N47l5ORg+fLlkJKSwsCBA5GdnY0XL15g4sSJUFFREfq7B6iR5qeYNWsW5OTkcOjQIVy8eBFJSUnQ0dGBl5cXOSc7OxtPnjzhpVCp74EoKSkJYWFh6NSpE/EMy8zMhJqaGvz8/DB//nwcO3YMPj4+6Nq1Kz58+ABZWdkani4/Ctchb968iebNm6NDhw6IiIhAo0aNMGvWLABVkUYqKirE+4tj/PjxaNWqlcg7cW1cvnwZUlJSGDFiBE6ePAkAGDNmDDp37syb7I8fP47jx4+LXZo2QUNNSEgI3N3deWlTfrbIYG5uLlq1akW8fj58+EA8MQVTn40bNw7Lly8XWaoATt47d+7g6NGjSE1NJeGtFy9ehJWVFWxsbIhCWJzTA/0s58+fR+PGjZGcnAyg9o3IokWL4Orqiv79+0NWVpancLhz5w4GDBiAbdu21fu4lpKSAikpKQwaNAgPHjyAo6MjCecuKirC4MGD4ejoiLVr15J7uXHjBh48eCCS+jh1SW198+rVq+jVqxdsbW2xbds2cnzcuHGws7PD8OHDeR5k3EIkPT2d9Htu4zJz5kwEBgYS7/xZs2ZBU1MTAQEBddJPa2tX79+/R6dOnTB//nwAVRtEbW1t+Pn5QVpaGn379iXn3r9/v84LkFeXjVMMvX//HmpqavDw8EDbtm15kTuFhYWws7ODpaUlzp49W2t6LmFQUlICDQ0NWFpa4unTpwBqN9SUlJTg5MmTQqmR87P8/fffZBEsaJgwNjZGq1atoKysjI4dO2L+/PnIzMyEoaEhSZlaG9u3b4ebmxvJh+/t7Y39+/cDqEoBoKCgQDxnudSb+fn5CA8PF1lx4MzMTCLL6dOnIScnV8PJ4fHjx2jdunW9pdw8e/YsZGVlER4ejqysLHh5eWH16tUoLi5GRUUFYmJi4OTkROb5oqIi3Lp1C2/evPnmvOnfw5kzZ+Dh4VFDOSr4TDhDTWpqKjHU3L1795cY7wXHxjt37uDGjRuk/X/8+BGZmZk1FOrOzs4kAvJH4drcpUuX8Pr1a2zcuBFGRkZkLcQ9u3v37oFl2a/WNhMlgoaj6n121qxZUFVVxaRJk8g9FRYW4sCBAzh58iQ5X7DWzz9RPSPAkydPePWvPn78SOq/cIYaLg1jXaQiPHHiBHGIcXR0RK9evZCamkr2GVeuXIG1tTWsra0BVKU4tra2JmlHBOcqwXQudU31uX7KlCmQl5dHSkoKDh06hAEDBqBVq1bo06cPOYdr448ePRLaPpnj+vXr0NLSIpEDX758gby8PFiWRe/evXmKmf79+wu9uLgoEXyX169fh7m5OS5evEj2AgzDQFNTE6tXr0ZeXh727NmDFi1aQFlZGXp6enB0dISNjY3IvOS5yJDa4Dy/WZYl6SOBqnWUv78/r46GqMjPz4e1tTUSExNJEXPuGWZlZSEsLIwn+8+wc+dO6OnpQVlZGU2bNuWl8AeqIqhcXV3h6+srNnWCX7x4gWbNmiE0NBTDhw9HYWFhjfF8yJAhtRpq6nPNzrW59+/f84wA3L6qemaD4uJijBw5EizLokOHDt/8+4Jt+8KFCyTKWTALiKurK3R0dEhEDVDVD4W9Z+EMNc2bN6+RXh0QjeH23r17UFVVJY6OpaWlmD59OpycnDBkyJAa9dpEWX9s7ty5UFFRwZUrVwBU1f1hWRbt2rXjrS9GjRoFV1dXoT3Pv//+G25ubtDS0uJF97x//x4RERFwdnbG6tWrxcY5VjA1W8eOHREQEIDu3buTDDG5ublYvnw5pKWlIS8vj6ioKLi7u/P6jzChRppvhFuYCVrg2rVrx/PU+/LlC5KTk6GiooJ27drV+jv10VAFf3PKlClo3rw5+vXrB09PTzRo0IBMtg8ePECXLl1gZGQEPT09uLu7kwnNycmJpDSoC1lu3bqFJk2akE1MRUUFhg4dihEjRgCoqtcyePBgWFhYICoqCjNnzkSPHj14Of7FBe6dHzp0CC1btoSfnx8sLS0xd+5cpKenQ1VVlRQbFHe49/PixQuEhITA29ub1BT5GY4dO4bRo0ejf//+KCwsJAvJ3NxcREVFwd7eHi4uLoiKioK0tLTIlYYpKSlo0aIF3N3doaqqCm9vbxK9dfLkSdjZ2cHe3l4oRVVFyatXr6CsrIyQkBCi7AWAVatWIT4+HqNGjUJUVBRiYmLw9u1b9OvXD1JSUlixYgXOnz+P4OBgREVFke/Vx8Y6PT2d/O7BgwchKSmJoKAg+Pv781L+5ObmIjIyEi4uLrX+jrgsEn6G6obfa9euoXv37rC1teWN39HR0ejdu3cNb66ysjKEh4fD3d2d9zsxMTHw8vIiz3PMmDFYv359nShzBI3DW7duxZo1a/Dq1SuUlJRg0aJFePDgAd6+fQtTU1MMHDgQxcXFmDhxIliW5RVtrw+qy7Zs2TKUlZUhOzsb+vr6YFmWKPYF536ujgGnOBbFBuPly5cwMDBAmzZt8OTJEyLb2LFjISkpyUuFJ85U75d3796FgYEBKST9+fNnTJ8+HStXrkRubi4ZCzp16oRp06YBqP35T5kyhXgmPn/+HIqKisjIyMChQ4cgIyNDDDRfvnzBnDlzaijChV0cePfu3dDS0sK8efOIUmvKlClo2LAhli1bhocPH6KwsBBjx46FtrZ2nRZ6Bary73MGjsuXL0NBQQHBwcFo27YtL8Unl17P1NS0XpW9HJmZmXB3d0dQUFCNaG/Bd9StWzcoKirijz/+4KX3E2dDjWC7nTRpEnR1daGrqwtZWVls3LiRbByBKoX/7du3ERAQAAsLix++L8FrpqWlgWVZnDt3DtevX4eEhARmz57NO//Ro0cwMTERq/oz1TfMixcvRlhYGPr3789zNuMMNQkJCbU6fv1IDZoTJ04gMTERQUFB6NevH++cjx8/QltbG87OznW+j3n06BGcnJxga2uLgIAADB8+HAoKCtDT00P79u2xaNEibNy4ERoaGiSjw5s3b2r1sq4vqq9PcnNz4eLiwvPszcvLQ1JSErS0tDB48OBaf0eYa7W0tDRMmjQJQNW+SEtLCzExMSTV6ahRo0S+XxE21aM358yZg7Fjx2LUqFG4ceMGWrVqhStXrmDAgAFgGAby8vK8PfC6deuwZs0apKamkj4m7HG4emrBnTt3YuHChUhLSyPz1uzZsyEpKUnm16tXr8Lf319o6faqt/ParrVx40Y0atSoxpp9woQJMDY2/imHVsGISQ0NDSxYsABLliyBi4sL7O3tsW/fPt75aWlp8PPzE4lHeW0cP34c0tLSSE5OhoeHB7y9vdGnTx9kZGTwnCuHDBkCCwsLTJ069YdSuX8P3DvNyMiAu7s7OnfuTAw179+/R1JSEkxMTDBq1Cje9zZs2ABbW1t4enr+4/Plfv/p06dYtWoVrly5guLiYhgaGsLExIR8l3u3BQUFMDY2hrOzM86fPy/SKLZPnz4R48KiRYuEdt2vOWneu3ePZGngHFVLSkowbdo0ODo6Yvjw4bw1mKh48+YN+vbtS4xJKSkpUFBQwLRp09C8eXO0a9eOpOgGaq/tWV9wulwlJSWe4wXwP/1f69atv5qGTRSkpqZCRkYGsbGxmDdvHuzt7WFmZkayhuTm5mL16tWQkZHBoEGDfjqN5M9AjTTfAFc4u3q+YldXV14eSaBq0d+3b1+wLMurUSOMReerV68wZcoU4vFWVFSEcePGoWHDhtiyZQs59uHDB97EHh8fD1VVVZ6S9md48eIFlJSUajyb8PBwWFhYwNDQEOHh4Zg6dSpWr14NV1dXuLu7o1evXiIv5lYb3KReXl6OXr16wcPDA3fv3oWRkRHi4uJIPQJRWVr/idoGaUFDjYeHB9q1a/dTE1FxcTEmTJgACQkJmJiYkOPcIonzoIiMjERkZGS9hth+C1euXIGSkhLxnOM8FJOSkgBUPZ+zZ89CT08PHh4eNTwo/7+RkpICSUlJdO/eHffu3UN8fDxkZGQQEhICeXl5NGrUCAMGDEBBQQHy8vIwceJESEhIwMjICHZ2dkShWB/PaPjw4fD29uYdS0tLg6KiIuTl5UmoL9emOa/fukzdKC7s2LEDdnZ2NQrYpqeno23btjAxMcHu3bvJ8eop7LjN8suXLyEvL8+LQpg9ezZMTU3Rq1cvdOvWDVJSUnWS8om79t27d4lBfuzYsTU+X7x4Mby9vYniecWKFbC1tYWurm69pVv7mmzc8Q8fPkBPTw/29vY15qXCwkJ4eXkR40h9w71L7h1yMr569Qra2to1DDVDhgxBs2bN8OnTJ7EduwRr1gly69Yt9OrVC6amprUu7IuKijB+/HgoKir+YxsdMGAAwsPDAVTNUeHh4Rg0aBBkZWXJ2A9UheoHBwfXWUqiH2Hv3r1o0qRJrTnIZ8yYgaZNm0JNTQ2WlpZo0aJFnSrMKysrsXnzZqiqqvLWAZcuXYKmpiZYlsWpU6cA/K/9ff78Gb/99pvQ0tI+ePAAAQEB8Pf3543tlZWVPEW7pqZmjYKlvwJTpkyBiooKDh8+jMrKSlIDY/78+cR7c+PGjWjfvj0v9djPGBLfvn2LdevWkXUPUFXkt2HDhpgxYwaePXuGDx8+YMKECdDS0qq3SMbvJSEhAfb29sR4PmPGDMjIyCA6OhoBAQHQ1NSEr68vOX/OnDnQ1NTEyJEjfzq97uHDh8GyLHx9fSErKwtVVVXs2bOHt7/7+PEj5OTk4O3tXedR2A8ePEDHjh0RFBSEmzdv4sOHDzh27Bjat28PNzc3NG7cGBoaGmBZFqNHjybfE8b+c8yYMSStpmA0jKWlZY0UP1++fIGvry8kJCR4hhphzlUvX75EZWUlsrOzcevWLZSWliIkJAS9e/dGcXExSktL0bp1a7AsiyFDhvxS9ax+Bl9f3xqe7gMHDiRpzHr27Mlbw02aNAkNGjSArKwsL6W5IMJ+dnFxcQgLCyN795iYGCgrK0NfXx9GRkbo1q0bsrKyUFxcjKlTp0JaWhoqKiqwsLCAr6+vUCN/7t+/j7lz5371848fPyIuLo7UOJ4wYQL69esHOTm5OjEEX7hwAfHx8bw+ev78eXTs2BEeHh41DDXiUkeWo3379iQyZdu2bYiOjkaLFi0waNAgXiroYcOGwd7enpddoK7hxtnbt2+jWbNmxNgryPv37zF79myYmJjwnvmkSZMwadKkf0zpLPj7hoaG6NixI5kHnz9/DjMzM9jb25OIGqBqTO3atStYloW1tbVIFc5AVXvevXu30MYE7pnduXMHiYmJNebkjIwM9O/fH+rq6jxDzcyZM9GqVSvExsYKfQ9V/XqfP3/G7t278eHDB1y9ehU6OjrEKL506VKwLAtnZ2eeXleYMufk5GD06NHEEFr9s759+9aZfvlnycjIgLm5OanpyBmoZWRkoKWlRfrO27dvsX79epHXoKZGmm8gOzsbPXr0gKysLM9Qk5SUBBcXFxw+fJh3/pIlSxAWFgZbW1sSOVLf7N69GyzLQkdHB5cvXybHS0tLMW7cODRq1Ig3YQHAjRs3EBwcDFVV1Trd9D99+hR2dnYICQkhG+pZs2ZBSkoK06ZNw5o1a2BkZAQzMzOe8kscF8E3btyAp6cnNm3aBKBKQWRiYoI1a9bg06dPmDJlCjp06ACWZdGvXz+Rem1yg3JOTg4KCgpIFEhtGzRBJZ/ghP691+IWs8+ePcOUKVNIEVCO6nnMxSF12MqVK4mn4aNHj6Crq8vL88vltz137pzQlLCipKKigihn9PX1oaKigtDQUISEhEBZWRn9+vWDs7Mzpk+fTtr348ePce/ePaGkEePa0JMnT8j/jx49CmlpafTs2ZPnGXX79m3o6emJldfvj/Lhwwde39y/fz/8/f0REBBQo4Dt1q1b0bhxY6irq+PgwYPkuKD378qVK4lH6Pr169G6dWveuWPHjkWHDh3g7+/PS/H1o3DXvnv3Lpo2bYqJEyfylMB79uzBnj17AFQZ42xsbMhnsbGxmDVr1jenoqlr2VJSUnDlyhXk5eURz2hhOhDUNmafPHkSnTp1Ikpb7h5evXoFTU1NeHl5EQV/UVGRyNJJfgvc/T18+BDjxo3DyJEjSWQLUGVsHTRoEIyMjHiGgNTUVAQFBUFLS6vWPi5YuyQqKgo9evQgfycmJoJlWfTt25esNfLy8hAYGAhvb2+RrT8+ffoEHx8fEhVUXFyMt2/fYuXKlSS1wa1bt5Camort27fXWxpVboOXnZ1NIlHS09OhrKyMwMBAnoL748ePMDc3J5taYSBoqKmeeuvly5cIDg7G+PHjxXId+U/cu3cPPj4+RBm2e/duNG3aFMHBwWBZFvPnz0dJSQk+fPiAo0eP1smce//+fbAsCzU1NZIeFKhag69ZswZNmjSBlpYWjI2NoaKiIja1FYEq46GXlxfatm2LLVu2oEuXLjh27BiAqvXl0aNHoaGhwXOSmzx5Mtq3b/9TiosXL15g+PDhxMCbk5MDe3t7eHh44ODBgzVy8NdXvYP79+/D398fvr6+uHDhAjleXl6OvXv3YtGiRQgPDxd6DaEnT54QBS6nCC0qKsLAgQPRtm3bGinfJk6ciMDAQLRp06bOUm1/CxUVFXj8+DFkZGRIulygar1la2tLUoV++fIFI0aMwM6dO+skXd2vwpMnT8j4L7i25uorcetuQUaPHg11dXVoamqSlOaiorKyEpMmTYKzszOio6Nx6dIlhISE4Nq1ayguLsaaNWvg5uaG9u3bEwegBw8e4MKFC0Lb0wiyadMmsCxL5v/ayM3Nxfr16+Ho6AgPDw/06dOH5zn/o+Tn5xODT9u2bXmfnTt3Dh06dICPjw9SUlJ++lp1DTfP79mzB+3ateOtT8zMzKCtrQ1ZWVm0a9cOCxcuBAChRP5mZWXByMgI8fHxX5X506dPWLBgATQ1NaGrq4u2bdtCWlr6m+pa/v3332jatCni4uJqRLy9fPkSJiYmsLGxwYsXL8icFBsbi8uXL/+Qrqc+qe8+Jlh6gWVZrFq1Cunp6TXWj/fu3cOAAQOgrq5O9qTFxcVISkoSunFBcB2RmppKjATcmJyUlISAgACSum/lypXo06cP2rVrV+9rX062Bw8e4Pjx47hx4wbpd9nZ2Rg5ciTs7e1rGGrEKYvJxYsXSRTbixcvSBrJW7duQUtLC1ZWVmQvJA5yUyPNPyDYWd6/f09SNXGGh/v378PR0RHt27cnHsyfPn1Chw4dMGfOHEyYMAE2Njb1Uhy9ek7KrKwsDB48GBISEkQWwcXG+PHjwbIs2cxwLFu2rF5y7HIb6pCQEPTr1w/Kyso8Y9azZ8/AsiyxZgKiLSYoiKAcV69exdChQyEpKYnevXsjPT0du3btQp8+ffD333+jtLQUz549w5AhQ0QaBcTJvH//fjg7O8PKygomJia8TUh1fnYAOnfuHCwsLEj7fv36NeLj49GkSROSqgbg5z8V5Tvmrr1gwQIMGjQIRUVFUFNTw4ABA8izOHDgABYuXCgWxiRhM3LkSMjIyEBaWhr29vYYN24cHjx4gNLSUowYMQImJia1elHVx0S2cOFCXoqJrVu34rfffsORI0fIwi4tLQ1NmjRBly5dsHPnTly4cAFBQUGwsrL65RR11dm9ezciIiLg5eWF1NRUcvzw4cMIDAyEr68vL6KGy6+6aNGiGveen58Pc3NzNGjQAG3atMGxY8fw+vVrdO3aFWPGjKnhWSaYKuhnyc3NhZubG4YOHco7Pnv2bLAsC09PTxw9ehSnTp2CrKwsgoODERYWBnl5+XpXjPybbK6urkhPTyeGGjc3tzoxXv0b1VOwrV69GllZWbh06RIkJCQQERFBDErcu96/fz9YlkWbNm3ExmPpawhunJSUlNChQwfY2dnBzs6OF+Fy+/ZtREdHw8jIiNRQevHiBWbPnl2rApSrXcKtcXr06IFx48bxzunTpw8UFBTQvn17dOvWDS4uLjA3NycKTVEsynNycmBoaIiVK1fi06dPGDduHFxdXSErKws1NbV6j1YRjM66efMmZGRksGPHDjIOXLp0Cc2aNUNAQADS0tJw8+ZNTJgwAfLy8kJPA1RbRE12djbc3Nygra0tstoH30P1NdDz58+xfv16lJaW4syZM1BVVSUFWDt37oymTZsiMTGRp3T/2Xaal5eHCRMm4LfffsPkyZNryHX//n3s3bsXqampYqXY4WS8fv06PD09ERAQABMTE147LC0txa5du2BoaMjb7/zMGvT69evw8/ODmZkZqUcJVK15HRwc4ObmRqKghMGDBw/g7+8Pf3//fyxkLyxDzfHjx8m9b968GVJSUmT+vn79Olq0aIHIyEhi7CsqKkJoaCiWLl2Krl27ws/Pr17X3LW9l44dO8LW1pY4PTx79gzy8vJISEjAnTt3MGHCBOjp6f2/T3ksiGB7mTt3LpydnXlzbWRkJBo0aIDGjRtjx44dvO9y++CfNYb+DILR40lJSXB3d0f79u3RsWNHXvvavHkzMdTUtl4S5jqgpKQEa9asgYSEBBITE3mffe05/mxfEfzdK1euoG/fvrW+0/Pnz8PLywvBwcH/GOEhSt6/fw9dXV0SEdqjRw+0bNkS169fR0ZGBoKCgmBjYyO0FG3Hjh2Dq6srsrOzeZEvmzdvRmBgIObMmUN0Renp6YiOjkZsbOw36Y++fPmCLl26YMiQIbzjpaWlePHiBZ49e4bnz5/DxcUFenp6iIuLw4ABA9CsWTOxmseFgWB2jSZNmiAhIQFfvnxBx44doaenVyMz0q1bt+Do6Ag1NTVebRVhUr3GkJWVFcLDw8m7Ky8vx4ABA2Bvb48PHz6QshuCtaXreuyqnpEjJSUFurq60NHRgYWFBTp37kx0yJyhxsXFpcbeS5zg1iZRUVEICwtDaWkpKioq0LZtW7AsCxMTE5SVlYmFTpoaaf6B6o397du3iIqKgpSUFCmcduvWLXh6esLU1BTa2towNTVFq1atAADJycnQ09Orc4/W7du3o3fv3rh//z4v72p2dja6d+8OKSkpMgAJRjysWLFCqJEe9+/fh6+vL5o0aULCoCsrK1FaWopXr17BwsJCZIPh1+Ce15kzZ7B06VLyfM+fPw8bGxsEBQWhffv2CAsLw+rVq0Upag327t0LGRkZzJw5EydOnEBERASaNWuGXbt21cv1Hj58CC0tLdjb2xMPlaysLEyYMAGysrJi93w49u3bB5ZlISsrizFjxvD6+YABAxAZGVkjn/F/gWvXrkFXVxe//fYbMe4JFkBs2LChUFICHTp0CD4+PjUUbR4eHtDQ0MDRo0fJZjItLQ0KCgpgWRbR0dGIjIz8JRR1/8TatWuhrKyMFStW8DxlubHp4MGDCAoKgoeHB/744w9kZWUhODgYEyZMqLXobklJCZYtWwZPT0+MGzcOcnJymD9/PgYNGgQVFRVcvHgRQP1sTDMyMqCnp4cTJ06Q31+xYgUaNWqEZcuWwdfXF0FBQdi6dStSU1MREBCAiIgIoRhDvkU2X19fXLlyBZ8+fYK0tDQCAwPrVZn0b+nhrl69CmVlZYSGhv5fe3ceUHP2/w/89U67LaSs7ZSU0iJUylIkURHGMISsEbJkH/u+ZCxJ9n3fQ/axD9myVIyEsWQmKkmq+/z90e++v/dOzMeY6t7q9fiH3vfeOnd7v885r3NeL7kilsePH4ePjw8aNWqk1EEa2UGrbM26t2/fwt3dvcAq3Pv372PQoEHi7lXg6xMX8fHxcHd3h5eXF65cuYJevXp9sbj6hg0bMGvWLHTr1g3h4eHid0WRu2BDQ0OhoaGBKlWqwNfXV1zk0L59e3Tt2rVY2+Lr6wtdXV3s27dPLlCjr68PQRDQuXNneHl5Kax2oDRQ4+XlhUOHDsHDwwMNGjQQz/slpQaN7CSBNFAeFBSEvn374vPnz5BIJBgyZAgaNWoEZ2fnQh8wpqWlISwsDCoqKuLugX8qtK0spK/DjRs30LJlSwiCILcLD8gPfFWvXr1A8evvfQ2fP38OLy8vaGlpFZhIff36tRjs/fsiuKIk/R60a9dOoeld//rrLxgaGsLc3BxA/i7rVq1awcjISFztf/nyZRgbG6NJkyZwdHSEnZ2deP+VK1fC0tKyWIIhT58+Fc8Pd+/ehbu7u1wNsA0bNkAQBJiamooTvWWF7Hfj/v37SE5ORvny5eHp6Yno6GjxvBAYGIhy5cp9cTLz1atXCl2Ql5eXJzepOG/ePFhYWMDIyKhAmqfNmzejVatWcHZ2Vviu48+fP2P16tVfDNQA+X34Pn36iDvOvve1lT7u06dPcuOjBw8eoE+fPmjQoEGB9/Tq1atKU4Pm76SfyV27dqF169Zo2bJlgXSwHz9+LPI6NLI2btwITU1NcU5kw4YN8PDwgLm5OVq0aIEaNWqga9eucrt6vvWam5OTA1dXV3ERB5Df9x8xYgQqVqwIIyMj+Pj4ICsrC3369IGrqyucnZ0L1Fss7WRTnOnq6qJBgwbibSdOnBBLL/z9utm/f39Ur14d1tbWSE9PL9ZzmOzfWrBgAfr27QtjY2NoaGigR48eYlaX2NhYaGpqwtzcHGZmZrC2ti6SxRjS11B20WZMTAx0dHTEz9+qVatQoUIFNG/eHHfv3gWQ3x/q378/2rRpUyw71/6J9ByXmpoqV88UyF+o5OTkJDeuHDhwIKKjo4ssxfr34CDNV8gGQmRXEKSkpKBHjx7Q1tYWVzA9f/4c586dw7Rp07BmzRrxgzBo0CB4enoW6gqEtLQ0mJqaiieSfv36yeVtz8zMRPfu3aGtrS2egP5+oinOQezjx4/h6ekJLy8vMbAF5OffNDY2VqrovvR12rNnD3R0dDBlyhS5ycJnz55hyZIlcHNzgyAIEAShWCYTv0VycjJatGghduKePXsGExMT1KtXDxoaGoUeDJO+Vo8fP4aVlRXs7OzkAjWTJ0+GIAgKLRYmm9Lo1KlTcumyxo0bB3V1dRw9ehQ5OTl48+YNwsLCUL169TKR2uBrncI7d+6gVq1aaNOmjdyFSpoWTlqboLjad/z4cfHiDwBt2rRBzZo15QI1p0+fLlCIUJkn6v7J/v37UalSJezatUvueJcuXeDq6ip2Ok6ePInevXujXLlyqFevHmxsbArUBrp27ZrYOX/z5g0cHBywcuVKPHr0CH379hXzjNevX7/IOlObN29GuXLl5K5Bz58/F68FcXFxaN26NZo2bYrExETk5uYW6k6ewmhb48aNkZqaijdv3hRKnZ6v+Zb0cKdOncLt27dRo0YN+Pn54fHjx/j06ROmTJmCyZMnl4jPfWJiIgRBwLBhw+SO9+jRA87OzmKReOk2/7i4OPTq1QuOjo54//79Pw6cHj16hHbt2sHX1xc1atSAhYUF3N3d4ebmBjc3N3h4eKBVq1ZwcHCQ25JfXAFdadtjY2Oxa9cuLF++XJwgOnnyJHbv3o3s7Gzxfezfvz9CQkIK9X2Vnlv/Pmkl+xr06NEDlSpVkgvUxMbGQktLC71791Z4XvPExES0b98egiCUmACN7DX3zJkzaNiwIRYtWiQe+/jxI9zd3eXqQfj5+eHOnTv/aeJTNqixc+dOrFy5Es+ePRNfs9GjR0NFRQU7duz47r9R1L7WX7l9+zZatmyJFi1ayKXkSU9PR4MGDQp1F9qrV6/g7+8PJyenAr/35cuXaNOmzX8q4v09EhMT4e3tDQcHB4WNRSQSCS5duoSGDRvC0dERQP74w8PDA3Xq1BEDNfHx8Vi7di1CQkIwZ84c8fPXu3dv+Pn5Ffl1/+bNm2K6S2lKm59//hnNmzeXSxt07949XL16tUAqodJM9js/fvx41K9fH3l5eRg8eDBUVFSgoaGBhg0bYuHChcjMzETv3r1BRDA0NPxiyktFBWikpAsIJBIJwsPDUb9+ffTt21cuHSqQnypo6NChShGY/lqg5tOnTxg+fDjKlSsnpj/9HtL3JDo6Gh06dECLFi3g6+srvlbx8fHo27cvLCwslDK92T+R1gg2MjKSSweriPc1OTkZrq6uMDY2Rtu2baGpqYnx48eLizL27NkDNTU1cXHcv5GWlgYLCwsEBQUhPj4es2fPhrm5OTp37ozw8HCsXbsWRkZGYr3RrKwspashVNRkd+pra2vD3d0dtWrVksuYcObMGXTu3BmNGzeWex9GjRqFVatWFThPFAdp/3vu3LmoWLEijh49Ku5at7e3R/fu3cUdw3fv3sXPP/+MxYsXF8kiM+lrmJiYCC8vLzx9+hTp6eno0qWLeG569eoVDAwM4OXlBWdnZzRr1kzcUfPmzRuxvmxxO378uFzd6z179qBZs2aoW7cufvjhB7kAp4uLC+zt7XH16lWEhITI1aRRFhyk+YJvDYRoaWnJBR6kYmNjERoaCh0dnULvOOfm5mL8+PGIiIhAbGwsFixYAB0dHfzwww9ix/ft27cYPHgwKlSoUKB2gSLIpqi4efMm5s2bB01NTaVcpXThwgXo6OgU2AUi3Vnx6dMnvH37Fv369YO+vn6BIr+KkpSUhJkzZyItLQ0vX76Eubk5+vXrh6ysLHTo0AH6+voFahJ9jxs3boj/l3b6Hj16BCsrK9jb24uTvc+ePcOMGTOKJJXev7F3717o6uqiWrVqYlGzrKwsvHnzBoGBgeIkj4ODA4yNjZXyM1nYZDuu0dHRWLFiBbZu3SpO6N+6dQv6+vpwcXFBZGSkuHOjUaNGxbo7JS4uDurq6hgyZIhc4Ew2UCPtmFy+fFmpJ+i+xYcPHxAQEIDQ0FC55+Lj4wMjIyPUqVMHLi4u4vuXkpKC69ev49ixY+L7In3c+/fv4e/vD1VVVURERODTp0+Ii4uDoaEhzp8/j/T0dJw8eRKNGjVChQoVimxC4sKFC9DQ0BAHfbKDd+nziIyMhKOjY7FPivybthVXx+1b0sOdOnUKDx48QN26dVGjRg1YWVmhatWqJWa1nDQ/dFBQkBgInjt3LtTV1TFlyhRMmDABDRo0gIWFhbjAJT4+XqwV9r/Ex8ejXbt20NHRgZWVFebMmYMhQ4YgKCgII0eORGhoKIKDgxV2vtizZw9q166NZs2aoWnTpqhUqVKBNCPPnz/HpEmToKOjUyRpVF+8eIGAgIAC/cP/Fai5fv26wq/pUg8fPsSwYcOUYifU/yJ7zd20aRMGDhwIXV1d1K1bVywAC0BMQdazZ0/Y2dnB0tJSfF7/ZeJz9+7dqFy5Mpo2bYry5cujYcOGmD59ujiBM2bMGGhoaBR5ar3vIfu8t27disWLF2P//v3iTsLffvsN7u7uaNiwIcaMGYOIiAh06tQJ5ubm39Vfkf69Z8+e4ebNm3j16pV4Hnr27Bk6deqEFi1aFHitFLVz98GDBxg1apRCJ5rz8vJw+fJl1K9fXwzUJCcni4Ea6TlM9r28d+8exowZgypVqsgtxCkq586dg56eHtzd3dGrVy/069cPaWlpMDY2xuDBg4v87yurv6e+8vb2xqVLlzB79mzo6+sjIiIClSpVgq6uLmrXri3OaYwdOxb9+vVD1apVFT7PIPscJk6cCFtbWzEQJ5FIsGDBAjRv3hwDBgwQazn8nbIGaoKDg6GlpfWfxqbS1+fw4cNQV1fHyJEjMXXqVDRt2hQGBgZigP7u3bsYMGAA9PX1xbT5JcXMmTNRu3btYt018yUSiQRnzpzBmDFj0KdPH/z2229yu+/v3LkDKyur734/T58+DVVVVRgaGqJixYqIiIgQUxJ+/vwZnp6e6NmzZ6E8l5Lq+vXrUFNTw88//4zc3FysXr0aurq6BQI1AQEBqFGjBkaNGoU+ffqgZs2axZ6J4OzZs+L38/3792jVqhUmT54sd5/ly5fDxMQEP/74o7ijRvZ8VRQBmjt37ohZSqTn/JMnT+LSpUv466+/YG1tjYEDBwIAFi1aJM6lyQZIipNEIsHDhw+hpaWFAQMG4OnTp4iNjYWOjg6mTZuGxYsXIzAwEEZGRhg9ejSA/M+Jra0t6tSpA3Nzc6Wc/+MgzRf810BIeHg4nJ2di2xlU3R0NCpWrCj+/qysLHHngr29PebNm4eTJ08iICAArVu3LpI2/FuJiYno0KED9PT0oKamJjfZr0h/T+8wffp0eHt7A8hfjXf8+HH07NkTLVq0wMmTJ+Ue+/daDoomXUESGhqKDh06iAPLoUOHomLFitDX15dbmf1PpK+JRCIRLyDv3r1D9erV4ebmJt5PeltcXBz09fXRrl07cWWwItNNSSQSvHv3Dq1atcLGjRvx6NEjjBw5Ek5OThg1apS4EjgmJgZr1qzBoUOHlHZLd1EZM2YMjIyM4Orqivbt20NPTw/Hjx8HkH+BNjY2FtOIDRkyROwIFNX7+urVK9y9exebN28WL/SHDx9GnTp1MGzYMLnJSg8PD9StWxdHjhyRa48yT9T9L2/evIGenh5WrlwpHvv111/RvXt3PHnyBDdv3oSFhQWaNm36xfdA+tylBSM/fPiA8PBw1KhRA126dMG6desQERGB4cOHy+2cKcqtvc+fP4eenh46duz41VXGoaGhCAgIKPbc78rYtn9KwbZ8+XJ4eHigXbt2uHTpEjIyMrBixQosX768SHf4FCbpc7p48SLU1dUxePBgTJgwAVWrVpWrWXfu3DkIgoC1a9d+19959OgROnToAE9Pz3+cACzu88WNGzegq6uLdevWAcgPtAqCgHnz5on3+fXXX+Hv7w8zM7MiSyn2+++/o1mzZvD29i6Q8uHvgRpdXV3s2LEDHz9+LJK2FIaSct6fMGECdHV1ERkZibVr18LFxQV2dnaYO3eueJ+ff/4Z3bp1w8CBAwsldWdcXBxq1qyJtWvX4sOHD8jNzcXIkSPh4uKCmTNnIicnBxkZGQgODkbVqlWVtgZHWFgYdHV1YW5ujoYNGyIgIECsh3jjxg20atUK5cqVQ+vWrTFr1qzv6q9I+7P79u2Dubk56tSpAysrK4wePVqcvElOTkanTp3QqlUrudqLyqC4JpqvXbuG6OhoAJALkl67dg0mJiZwcHAAkP9aeXp6wsjISG7yJicnB3PmzIG1tXWRLy6Q7etMnjwZ1atXx+XLl+Hp6Ym2bduid+/eqFixYpGlhS4pIiMj4e3tjTZt2uDly5dwd3cXr1NRUVEgItjY2CA+Pl78TsXGxmLWrFlKk1p42rRp4jhGNoVZXl6eWGNn8ODBBVbKK9PuQWmgRktLC6ampqhQoYJYy+lb/b1mMZA/n+Hu7o6JEyfK3feHH36AgYGBuBDu2rVrGDZsmNIsQP27v5/jZFf9N2/eHCtXrlR4TaSv/QzkX8ccHR3/U/aCZ8+e4caNGwV+R15eHgICAjBp0iS5uZuy5vz583I7kt+/f//FQM3t27cxdepU2Nraon379sWewvfVq1cwMTGBk5OT+F55enqif//+Be4rLbXRs2fPItuxK/0u3bp1C1paWhg8eDAaNWpU4Nq4ZcsWuLu7i7tlDh06BGdnZwQGBopBJEXZsWMHDA0NMXLkSMyYMUOuNs7bt2+xfPlyGBkZide2rKws3L9/X+Gp2b6GgzRf8T2BENkT4tdWaxSWIUOGYMiQIeLPlpaW8PX1RWhoKNq1awdBELBo0SKlWB0iFR8fj44dO4rb3xVNdhvo/fv3kZWVhZUrV8LMzAyrVq1Cx44d4e3tDS8vL/Tq1Qvq6up4+fKlwi980r+fmJiIW7duyW3v/fz5M3x8fORSyQwfPhwnTpz45i2c0s9MQkICgoOD4efnJ9YUOnfuHOrWrQsvLy+5x2RlZcHDwwOCIMDNzU1hnzvpa5OVlYWPHz8iICBAXKGfnZ2NadOmoUmTJggJCSmTdWekNm/eLFePZPny5RAEQcxND0DceeHn5ycGJItqMLZ37160b98eNWrUQKVKlaChoYGOHTsiOTkZJ0+eRI0aNQoEamxtbdGxY8ciaY8iPHjwAHp6euIKNmn9Ltnz1Pnz5yEIgtwqXtnO+MGDB+Hk5ISIiAi5CfHhw4ejfv36qFOnDhwcHIo1d/6ePXugrq6OXr16yb1/aWlp4kpaRV0TlK1t/yYFm6I7w99L+rm8cOECNDU1IQhCgV2ecXFxqFevXoGFEf9GQkIC2rZti3bt2uHChQtytynqGr5v3z74+fkByL9+GxgYYMCAAeLt2dnZyMjIwJ49e4p8RZ/sDmfZQI1EIpE7z1tZWcHKykppCweXFE+fPkWDBg3EVctA/iR2//79YWFhIbejRjb1078NQCUlJYmryIH8AbSJiYlcMD4zMxPDhw9Ho0aNxLFKRkaGwmszyJJdKJSWlgY/Pz/cvXsXHz9+xPr16+Hi4oJ27dqJgZrbt2/D2toa06dPF7/f/6u/8qXVqMePH0elSpWwZMkSZGZmYvLkydDT00OPHj3Eictnz56hZcuW8Pb2lqsNVhacOXNGTPfctGlT9OnTB/v37xfHIb/99hvs7OxgZ2cHIP9zb2dnJ573ZFP3FebEyJfGHLGxsfD09MTUqVPFYz179hRTXc6bNw9+fn4QBAE//PBDkdabUzbx8fE4d+4cbt68iaNHj6Jbt27Q09NDtWrVcOHCBTRu3BgpKSmIjo5GhQoVMHXqVAiCgJEjRyIiIkJMRyql6EDNH3/8gcaNGxeoQyW7E3HRokUwNTXF/PnzFdHEb/b582esWLECJiYm/3p1t/R7kJSUhNWrV+P69esA8sfEtra2WLFiBQD5a4ydnR1+/PFH8efiSjn8T3Jzc8VzRXp6ulyK1a/NL7i5uaFly5ZFUqPj3/h7sXUgv781duxYVK5cuUgWcGdnZ2PSpEmoVatWiVm0VRyk70VaWtoXAzVA/udLEYuQPn/+jMOHD8PGxkZc/DxjxgwYGxsX2EE/d+5ceHh4iItQCnsMI5smTktLSwzm1qpVSy5FGJC/EUFPT09c2Dxu3DiMGDHimxeBFwXZ12Pnzp2oW7cu9PT0MGjQILn7vX37Ft27d0efPn2Ku4nfhYM0/+B7AiHFNTkdFRUFZ2dnpKamonHjxnB2dha/IM+fP8fOnTvFzokyBWoUffGUev78Ofz9/XHr1i0cPHgQ5cqVQ3x8PG7evIn+/fvDwMAAgYGBOHPmDCQSCW7cuAFHR0el2W2xe/du1K1bF1WrVoWrq6sYRAHygzI6OjpYtmwZAgMDUbVqVXE77P8ie6KuXr06fH190b17d6iqqor1bi5cuICaNWuiXbt2co8NCQnBqVOnFF64WhrV9/T0lKvVAeR3PqdNmwYXFxf069dPqVcHF5YvpXEaP348hg4dCiB/4rBChQpiir+MjAxxAvj27dvQ19dHp06dxMmQwhYZGYkqVapg4cKFOHXqFN69e4fp06ejfv36qF+/PpKSknDs2DHUrFkTw4cPl0t9VlJWUH+LnJwc2NrawsXFRTwmO1EF5E86tGrVClevXi3w+P3790NDQwPLli0r0El/+/YtLl68iKZNm0IQBDg4OBTbdSE3NxcRERFQVVWFhYWFWA+nQ4cOCi/Oq2xt+zcp2F6+fFmsbStM0nPyjRs3oKmpiT59+sillJs0aRIsLS3/8y4vZajZIGvBggVo1qwZXr16BUNDQwwYMEB8X3fs2FHsadi+FqgB8ifyJ0yYgIEDBxaYkGP/3vv372FiYoLly5cD+L/v9uvXr2FqagpDQ0O5ftz3+OOPP8RCuZs3bwYAnDp1CrVr15ZLiQLkp9dUV1eXW5ihLGSvTUlJSUhMTBRX+Etv37ZtG5ydneHl5SX2Te7duydOFn/rJMbTp0/F+7569Qre3t6YMWMGgPydboaGhnBxcUGjRo3Qo0cPsX/7/PlzpRkPFKfHjx+jWbNmcHBwQLt27cTxhqmpKTp16oSlS5diw4YNqFu3Ltq2bQsg/3WVfU+LaoLp2bNniIqKQmRkJK5du4a3b99i3LhxMDMzQ4sWLXDlyhVERkbKndMSEhKwYMGCMlGLUmrDhg0wMzODrq4uypcvj/Lly2PAgAFYuHAh6tWrh549e8LW1haurq6oVKkSVq9eDSD/u/L777/Dzc1NLtisG9K5HAAAa85JREFUCH/vG0tr+Ul3nch+3rKysvDp0yfk5eVh69atxR5QkrbxxYsXiIuLw19//SUGBL/WD//48eO/nvSU/q67d++ifv368PPzw9GjR8Xbmzdvjk6dOok/S4MxwcHB8PX1/Vd/q6j8fdX+wYMH4ejoCBcXFwQFBX3xMdLn/fTpU4X1Vf5pPBUZGYm2bdvC1ta2SHYObt68GcOHD4e+vr5SpmxSFrKBmhEjRii0LdLPS05ODo4dOwYLCwv4+PggNzcXLVu2RMOGDXH9+nWkpqYiOzsbfn5+2LhxI4YOHQozM7MiqTUUGxuLihUrYsKECeKxpk2biosapG0+f/48WrRoASsrK3To0AHa2tpFkpb535I9rx88eBC6urqws7Mr8J2YNm0aLC0tS8RCbQ7S/ANlD4Q4OjqKOxe+lnqrNE1iFqYzZ87A09MTjRs3hqamptxA9ePHjwWKXoWFhaFx48bFnuJMdpW89N/k5GTY2NggMjISZ86cwZAhQ2Bvb4/x48cDyB+E//TTT7C0tETz5s2/eQunbC5KLS0t8USdl5eH4OBghISEiB3LX3/9FWZmZmjWrBlWrVqFoUOHok6dOgortik7ia2mpoaRI0eiY8eOqFatGvz8/ORWyH369Anjxo2Dh4eHwoqbFacvnZsmTJiAKVOm4NChQ6hQoQJWrVoFIP913Lp1K+bOnStewO7evQs1NTV079690M9zkZGRUFdX/2Khyl27dsHKygqurq7Izs7Gjh07ULt2bQwfPhwPHz4U76foFXzf40uTFBKJBEuWLIGOjo7c4gCpjx8/wsfHB97e3sjLy0NiYiJOnz4NIH9yzs7OTpwA/Pz5MzIyMnDgwAG572ROTg7mz5+vkLoSV69ehb+/P2xsbODi4oKwsLBvDh4XNWVpmzKmYCts0u/rmzdvkJGRgWvXrkFdXR0//fQTUlNTMXXqVGhoaBTaYLM4azZI/4bsqk9Z8fHxcHFxQYUKFdC3b1+5x4SGhqJTp07FvjL/S4Ga7OxsBAcHQxCEElPrSJl8Ke1JamoqXF1d0bdvX3z48EGub9ezZ0+4urqidevWOHz48Hf/3bNnz0JFRQWOjo7o1KkTtm/fjqysLNSpU0dupTSQ//2ztbX9T7vVitr48eOhr68Pa2tr1KlTR243eF5eHrZv344WLVrAwcFBrhbBt/YJPn36hKZNm8LIyEh8L3bu3Im4uDi8ffsWDRo0EHe6jRgxAhUqVIC3t7fSpgIqLomJifDz84O3tzdu376N1NRUnDp1SqzXo6mpibp160IQBISGhoqPK4pzsOy4xdDQEE2aNEG1atVgbGwsptB88uQJWrRogRYtWqBXr16wsLCQ211TlqxevRoaGhqIiIjArFmzoKqqikqVKonFxiMiImBnZwcvLy+YmJjA1dUVQP536sOHD2jfvj3c3NyUpt99+fJlAPmLywwMDDBz5kzxNun8x8mTJxEVFSX3uOJqv/S8sn//flhaWqJWrVqws7PDxIkTxZ2Lhfm9ePjwIapUqYKwsLAC4/GjR4/C1NS0wAR1jx490KtXL7ndK4qQlJQEQRDg7+8PIH8RT/ny5TF27FiMGzcONWvWhJub2xf7SMXV7n+7w0cikeDkyZPYunVrkdS2jI+Ph7u7O/z8/MpUoPl7paWlYc2aNRAEAWFhYcX+92XHbbKBmujoaNSrVw8+Pj549+4dPDw8YGhoCHNzc1hZWcHU1BRA/iJkCwuLQs/W9Ndff6FatWoYNWqU3HFfX1+x7yg7n7x//35MnjwZvXv3Vnh2JOn38e87APfu3YtatWohKChILmVk//794enpWSIWaXOQ5n9QxkCI9AO5efNmWFlZifVdFJ2Gq6RZunQpBEGApaUlrl27Jh6XvdBevnwZQ4YMgY6OTrHnqwRQIMVIbGwsQkJCMGDAADHwkJKSgokTJ6Jx48aYNGmSeN9Xr17960jxs2fPoKuri4CAALnj3bp1g42NDczNzeHt7Y0NGzYgPj4ebm5uaNSoEWxtbRXy+si6ceMGDh06JG5lz8rKQmRkJBwcHPDDDz/IfU8/ffqktDkoC9ORI0fQr18/dOnSBYsWLRKPL1u2DFWrVoW2trYYoAHyV/t6enrKraQA8lepFfYKpbNnz0IQBHFwKJ20kn2fli9fDg0NDezZswdA/grAOnXqICwsrMSn3/lSh/6vv/5Cz549oaurCz8/Pzx+/BiJiYmIjo5Gq1atYGlpic+fP+PWrVuoUKGCWL/mxYsXMDY2xtGjR5GXl4fp06ejefPm0NHRQfXq1YulMO+3UJaB/ZcoS9uULQVbYZK+xk+fPoWJiYmYtu/ChQsoX768mO6wqGrWFUeg5sWLFwgICPhiMeX09HSMGDEC9erVw+zZswHkvxYTJkxAtWrVFPa+ygZqzp49i7Fjx/7nYsVllexnTDoIlH7uo6OjoaKiggkTJojjiezsbHTt2hUbNmyAvb29XPq779G3b1/Y2tqic+fOaNGiBY4ePYorV65AV1cX3bt3x61bt/Do0SNMmjQJNWvWlEuXq2iyr110dDRq1aqFPXv2YObMmbCwsECjRo3krvt5eXlYu3YtBg0a9F3fbYlEggsXLsDKygqNGzeWG0MtW7YMnp6eYmAoKioKVlZW6NatW5HWcSsppOkkPTw8xIlyIP+zfujQISxduhTdunUr0uwJsgEabW1thIWFITMzEydPnkStWrXg7e0tt+J40aJF6NOnD1RUVCAIQokrjv5f7d27F4IgYOvWrUhJSYG7uzuWL1+Opk2bimnbMzIyMHnyZJiZmcHJyQmmpqZwcHCAn5+fuKOsMGplFYbLly+jcuXKuHz5MrKzszFo0CC4uLiIuwiB/PmZtm3bokePHgqbIzl27BgqVqyIxYsXIzU1FWPHjkXNmjXRt29fud2B/1VWVhYCAgLELAlSnz9/xuvXr3H16lUsXrwYNjY2aN26NaZPn47AwECUL19eKfqUEokEJ06cgL6+Pn744QecOnUKc+bMEW+7d++euCuuuFMrfc8OH1lF+dl78+ZNmUu7+V+8f/8eGzZsKPZdVzExMfjpp5/kxuN/D9RYWlqKfcAdO3ZgwYIFCA8PF+dF+vXrB3d390LfBZKdnY3ffvtN/Fl6bg8MDET79u0LtHfRokVKMa8g/V4dO3YMAQEBCAoKwr59+8T2b9++HbVq1YKVlRV69+6NgQMHQk9PT+Hzld+KgzRfURICIS9evEDNmjXFixj7NtIO5tatWzF79mz4+vqiTZs24qp0IP99TkpKwujRo+Hl5aWQk9GyZcvQsWNH5ObmIicnB5mZmQgMDISenh6cnZ3l7vvmzRtMnDgRjo6OCAkJ+e6/mZSUBEdHR3Ts2FFcVTtnzhxoa2tjxowZiIqKgoWFBerVqyeuNH/79q3CV3W/ffsWlpaWEARBLsDw8eNHREZGwt7eHj179ixTOadXr14NHR0dBAYGomXLlihXrpzc6sE+ffpAQ0MDJ06cQGJiojjotre3l8vjXFQSExPh6uqKTp06iTU3pGQHLNbW1nJ5RdevXw9BEHD27Nkia1tRCQ4OlsuH/aVUmW/fvsXYsWNRq1YtlC9fHhoaGnBwcEDHjh3x+fNn3L59W5yQkMrMzESvXr1gamqK6tWro1OnTliwYAHev38PGxubAoM2RZH9PCnTtRRQnrYpWwq2wvb06VNUrVoVQUFByMvLk6tRU7t27RL//H7//Xc0a9YM3t7ecinEpIOGlJQU9O3bFxYWFihfvjwcHBxgamqq8OedmJiIDh06oEqVKlBXV//XxYqZ/Pl8yZIl8Pf3R+vWrTF79mxx1fTWrVuhpqYGT09PdO7cGc2aNUODBg0AAKNHj4azs/N3LfySriI8evQo+vTpgxMnTsDf3x8tWrTAli1bcP36dZiamqJWrVowNjaGsbGx0r7Ha9aswerVq8WdoXl5eTh79iwcHR1hZ2cnF6j5UkrIr/nS7Xl5ebhy5QrMzc1hZ2cn/r4JEybA2tpaXMwzZswYzJo1q8jrjZYkiYmJaNu2Ldq2bYvz589/9X5FGaj52sIyR0dH1K9fH+/fv5cLJrx48QKzZs2Cnp5emdsRFRwcDCMjIyxfvhyPHz+GpaUl9u/fL07ELVmyBF26dIEgCNDX14eamhqGDh2KYcOGISQkBAsXLhTPTcqQpePhw4ewsrISF3vcv38f/v7+sLW1RdeuXREWFobmzZvDysqqWMY0X/LXX3/Bw8NDXJTx9u1bGBgYoFmzZrC2tkbfvn3Fa8N/bVtOTg5cXV3lakgcP35c3AXYsGFDODg4ICYmRrw2+Pr6KtVkq0QiQUxMDHR1daGpqSlmCJG6d+8eTE1N0apVq2ILTPyXHT5MOSlijHfjxg1YWFhg4MCBckFR2R34a9asgaWlZYFsF/fu3cPQoUNRtWrVYvm+Sq+ZCxYsQIsWLQD832smrc+uDOcNID+zj5aWFgYMGAArKys0b94c48ePF8/5e/fuRY0aNaCnp4clS5aUqHquHKT5H5Q9ELJs2TJUq1ZNKfIBKjvpCebvA4bjx4+jffv2aN26tdzq1zt37uDu3bsKG5Tt27dPrC0hDS7Ex8dj4MCBqF69OpYsWSJ3/5SUFIwYMQJubm7/qX6IdFVtx44d0b9/f+jp6YlpA4D8dGuCIIgFCJVBdnY29u7dC3t7e7FgqVRWVhaioqJgamqKfv36KaiFxSsqKgrq6urYv38/gPw0StbW1rCzsxMnHXJzc9GhQwfUrl0bFStWhJOTE1xcXIp1lZzsCm7Z4t6yxf7MzMzEnKhStra2BYrZKbtXr16Jk7PSHTDAlwM12dnZePnyJXbu3Ildu3bh9u3byMvLE1eM/n2n09mzZ7F7925s3rwZK1eulDtn+fn5KX2hVFaQsqRg+x7S7298fDxOnz6Ny5cvixOrO3bswKBBg+QGSdJzjTIUrC0MX6v1Ij23ZmRkICUlBfPmzcP9+/cVlib07+Lj49GxY0elWFVb0sh+nsPCwqCrq4uFCxdizJgxsLe3h5+fn5he9eLFixg9ejS6desml0bWz88P/fr1++ZV1c+ePSuwwjclJQUWFhZYvnw53rx5A39/f7i5uSE6OhqfP3/GjRs3cP78eaWtafXXX3+hQYMGBRbc5Obm4uzZs2jSpAkcHR2/u17Dq1evcOXKFbnbPn/+jGvXrqFevXqwsbGBRCLB0aNH0bhxY7Rt2xYBAQHQ1tZWSJpQZSc917Vr165AXavi8KWFZbNnz4YgCGjSpAl8fHwQGBiI8PBwvHz5UjwHK7LIsaLk5uYiODgYDg4OmDhxIurUqQMvLy8IggBXV1dxQdSJEyewa9cu1KxZU24HvuzvKW5fOydKdwRKr6FPnz7FqlWr4O7ujk6dOmHo0KHFHliSXguSkpKQnp6OPXv24N69e+K5eeDAgQCAAQMGoFKlSujcuXOhnI/T0tJgYWGBoKAgxMfHY/bs2TA3N0fnzp2xdOlScZGlNOOGRCJR6MJF6Xsqu9stMTFRTBFmamoq7vAC/u91vX//PqpUqQJvb+9imWxX5h0+rGS5desW7Ozs0L9/f7l+tvSc+uzZM2hpacmlgP/w4QO2bt2KZs2aFXttzfXr10NfX1+cU5gyZQo0NTWLLNvB91i3bp0YBE9PT0dYWBicnJwwduxY8Xq/fft2WFlZyaXMLQk4SPMNlDkQ8vjxY/z0008KqYlTkkgv5DExMfjxxx/RuXNnDB48WFz5cObMGXh7e6N169bYsWMHpk6dCk1NTXGFiyJduXIFrVq1Ejuhjx8/Rr9+/dC8eXNxpaHU27dvC6XAe0JCAjw8PKClpSUWs5VIJPj8+TNevHgBGxsb7N69+z//ncL08eNHHD58GCYmJmjTpk2B2zZu3FiiIujf69atW2IxblnW1taoXbs2Hjx4IFfv4s6dOzh69Chu3Lght/W2uHxpQlP6fb116xbc3d0RExMj3v/q1ato1KhRiSxm/fjxY4waNQrm5uZyQc5vKaorXTHatWtXuePTpk2DkZGRXJ0eIH+ya/LkyahevTpPLpVQik4n8j2kn999+/bBzMwMRkZGcHR0hIeHhxgg/tr5Rdl2V/0XXwvU5ObmIjs7G+PGjUOXLl2UbndnUa56L43+/pndvn07zM3Ncf36dQDA4cOHoaGhgXr16sHT01MM1Mi+zi9fvkRYWNi/Gmc8e/YM1apVgyAIaN++PXbu3CleEw8dOgRXV1ekpKTgwYMH8Pf3R8uWLbFx48bCeMpFLi4uDh4eHjAxMZGrG5iXl4dz587B0NAQgYGB//r3yr5m7u7uGD9+PE6fPi1OrP3222+wtbVFkyZNAORPUHTv3h1+fn6Ii4srnCdXCiUmJsLb2xsODg7FPokk/fuyC8uqV6+O3bt3Izk5Gfv378fMmTOhr68vBiUkEkmZGzNL+xK5ubkYMmQImjVrhtatW4OIoKenBxsbG5w8eRJ//vkn8vLykJqaCltbW0yaNEmp+iHPnz+X6z88evQIzs7OWLdu3T8+rrh3/uzZsweWlpa4c+eOGIRYtGgRvLy8xFSXK1euhKWlJQICAgptocbp06ehqqoKQ0NDVKxYEREREeLins+fP8PT07NAfTJFSk5ORu/evXH37l0xHd+DBw+Qm5uLmJgYVKtWTW7MI73ePnz4sFgWLSnzDh9WMt28eRN2dnYICgoqsCAqKSkJLi4uBRaS5OXlKeRzFR0dDT09PeTk5GDGjBlKEaCRnR/69ddfMXbsWLm50LS0NIwfPx5OTk4YP358iV6YwUGab6DsgRDpB1aZOlLK6MCBA1BXV8eAAQMQGBiIevXqwcTEBFevXgUAnDp1Cl27doWhoSHq168vl5+xuMkO/Pft24fGjRujXbt24mqbhIQE9OvXD02bNpWrKVKYHj9+DE9PT3h5ecmlo5o8eTKMjY2LpAjet5C+Njdu3MCaNWsQFRUlTlBnZWXh8OHDMDc3h4eHh0Lap2gJCQkYPHgwrKysxIGLv78/qlSpgoCAALRq1QqNGjWCj48Ptm7dWmByXxHnOdkJTelnLScnB+3bt0eHDh3k2pSamloogUhFefz4MUaOHPmPgZov+VoqQl1dXURHR8vd98iRI/jpp59Qq1YthadRYt9PWVKw/VsnT55E5cqVsWrVKnz+/BlbtmyBIAiwsbERJ13LQn/lS4Ga7OxsBAcHQ0VFhb+bJVznzp0REhIi91neu3cvRo4cCSA/b33VqlWxfPlyREVFQUdHB76+vnKrpqU1Bc3MzP5VnuynT5/CwcEBzZo1E1dmGhoaYvXq1di5cyc6dOggXhfu37+PNm3awMfHR6kmkP5+zZP+nJubi4cPH8LBwQEWFhZyqx9zc3Nx8+bN7zp/PH36FLa2tjA3N4eDgwN69+4NTU1N2NraolevXuLOVVNTU3h7e4uPKy07/IrSgwcPMGrUKIWNk6ULyzQ1NbFgwYICt//555/YvXt3idmNWhRkAzXBwcGoWrUq2rdvLy7i+Xs/u0WLFli9erVC2vol+/fvhyAICAoKwq5du8TjgYGBaN68ufizovoWsgXlfXx8EB4eLnd7WFgY7OzsxHPw6NGjMXfu3K/WO/5ez549w40bNwrUXc3Ly0NAQAAmTZok1gBVtLNnz8LGxgbNmzeHpqamXD0haWDka4GaolJSdviwkksaqPnpp5/EccDbt2/RqVMntGjRQmnmm5OTk2Fubo5OnTpBXV1d4QEaqd27d6NixYqoXr06NDU10a5dO7nb09PTMWnSJNSvX19M818Sv5McpPlGHAgpuaSrghwcHDBz5kzxeHZ2Nlq3bg0TExOxCNerV6/w+PFjvHr1SmFtlTp37hwuXboEANi1axdcXV3h4eEhF6gZMGAALCwssGbNmiJpj+wk082bNzFv3jxoamoqbHJJ+j3cu3cvatWqBXt7e7Ro0QK6urpiuixpoKZhw4ZwdHRUSDsV7dGjRwgJCYGFhQUaNmwIOzs7cRfRy5cvcf36dfj4+MDExARt27ZVcGvzST9r7du3x8WLF+Hv7w9LS0ulKVL6vaSfWdnvdkJCwncFamRXjAYFBaF69epyqQiloqKisGvXrjKXc50p3vv379GzZ09x+/nr169Rt25d+Pn5wd7eHtbW1uKka0n9Tv8bstfQs2fPYuzYsdDS0uIATSmwatUqqKmpYcqUKXIrtV++fIl3796hadOmYlqUd+/ewdzcHLq6uhg+fLjc73n9+vV3pbtJTEyEv78/fH19sW/fPuzfvx/u7u7w9fWFIAhwcnKSS5X7/Pnz//BsC5fstS4qKgrBwcHo3bu3XG3I+Ph42Nvbw9LS8osTmd9z/nj06BH8/PzQqVMnXL16FcnJydi+fTucnZ3RpEkTaGtrw9raGoIgwNfXF0DJHNwrkqImmGQXlsmmzy1ruwN37Njx1e+GbKBm2LBhaNKkCebNmyeOgSUSCVJSUuDt7Q0nJyeFXqO/9DmKjIzEwIEDoaWlhU6dOmHTpk1ISEhAvXr1sHXrVgW0Ut758+fRsmVLeHl54cGDBwD+73msWbMGTZo0QceOHdGjRw+UL1++2DICZGdnY9KkSahVq5aYRl1ZLFiwAIIgwN7evsAksDRQU6NGjQITsUVJ2Xf4sJLvzp07cHNzg4GBAVxcXODs7IzmzZuL1ytlCNQ8e/YMgiBAXV0dt2/fLva//6WFih8+fICvry/Wr18vl9axf//+co9NS0vD9OnTkZSUVJxNLlQcpGGl0t+3s6ekpMDMzAwHDhwA8H+d9o8fP8LExARjx44VH6cI0tQY0ralp6ejVq1aOHjwoHj8S4GaBw8eYNiwYUV6EpIWFNbT04OamprCI+nnzp2Drq4uIiMjAeS/doIgQEtLC0ePHgWQH6jZu3cvHB0dkZycrMjmKkxiYiJCQkKgq6uLGTNmiMdlB13Pnz9Xio6AlDRthpqaGszNzcXvqTIUKf0esq9tZmam3M8PHz78rkDN11IRSs9dP//8MwwNDUv0biNWsu3fvx9Xr17FX3/9BRsbGwwaNAgAsGLFCgiCAAMDA6VIJVpcpNfQKlWqQF1dXWkLtrNvJ72Obtq0CeXKlcO0adPw8eNH8fY7d+6gVq1auHz5MgDg999/R7du3bB3795CvebGx8fDy8sLnp6eSEhIwIcPH3DlyhV06NBBXJWszEGGcePGoU6dOujZsyf69+8PQRDEQuBA/vNr0qQJqlatWmjpKuLj49G2bVt4eHjI7Zh/9+4dNm3ahAkTJqBx48YcSC2BvpZmsqw4e/YsBEHA1KlTvylQM3ToUDg5OWHSpEl4/vw55syZA29vbzg6Oip0gZTsOTI5ORn379+XO4/FxcUhKCgI9vb20NfXh56entjPKO7znfTv3blzB/Hx8ahduzYEQZALFAL5z2n27Nno1q0bOnToUGyFtzdv3ozhw4dDX19fac5psu/Rrl27MG3aNLi4uMDf3x/nzp0rcN8jR47AxMQEL168KJb2KeMOH1b6vHz5Eps3b8aECROwfv168VyrLHMeubm5mDFjRoGMK8Xl73Ob58+fh7u7OwICAsRzQUZGBpYtWwYbG5sCdadL+neSgzSs1ElISEBwcDD8/PzESUwAMDc3FztxQH4wRCKRwNfXFwMGDFBEUwHk53w0NzfH4sWLxWOZmZkwMTGRC95IJBIxUNOuXTvxBFUcq8QUWVA4JSUF169fF1+LqVOnYsqUKQCAFy9ewMDAAIGBgfjpp5+goaGBs2fPAshPUSEtVl1WSQM15ubmiIiIEI///TOjTCvaHz58iGHDhhV7sc/CJjvIDA8Ph4+PD7y8vDBu3Djx9X7w4AFGjhwJCwuLf5W28J9SESrTlmRW+v1TJ3jXrl1wd3cX860fPXoUrVu3RpcuXcrcakNFXkNZ4ZK9XsbHxyMkJASCIGDu3Lni9SopKQl2dnbo27cvLl68iLZt26Jjx47idaEwAzWJiYnw9PSEp6dniZqYXr9+PQwMDMS+3fHjxyEIAlRVVbF06VLxfvfu3UPfvn0LtZ+SmJiItm3bom3btgUmBYGS2+9g/xcUb9q0aYHc/mXBxo0boaamhsmTJ3/1cywbqOnRowf69euHmzdvokOHDggJCVFo/1u2TzF58mQ0atQINWvWROPGjbFgwQIx08WnT5+Qnp6OadOmwc3NDVpaWmJQvLgdPXoUgiDg4sWLiIuLQ+3ateHp6SnuGv77+b64UijGx8fD3d0dfn5+4s4eZXH58mW5dKHR0dFo1qwZ/P395cY10pT0sunHioMy7vBhpZ8yzccAimvPxo0boaenhw8fPiAvLw95eXnYuXMnjI2NUb16dblFUenp6Vi2bBns7e0L1O0tyThIw0qV27dvo3r16vD19UX37t2hpqYmppv45ZdfYG1tjUWLFsk9xt/fH8OGDVNYjtbff/8d/fr1g7Ozs9zA1NLSUkxXJO3QSSQS7Ny5E1ZWVvDz80Nubm6xtVkRKQPu378PZ2dntGvXDn5+fgDya9FcvnwZ6enpcHJyEgNsFy9ehCAIEAThiymgyippoMbCwkKp8kt/i5I6USL7nQwLC4O+vj7mzp2L6dOnw9zcHD4+PuJze/jwIUJDQ6Gjo4N9+/Z989/4WipCDtCw4iL9nF+9ehXh4eGYO3euuFsVyB/k6ujoiKlUwsLCMGjQIPHnsqaspd0p7caMGQMLCwv07dsXNjY2EAQBU6ZMgUQiQW5uLhYtWoRGjRqhTp06cHV1LdI0FrLXg7+v4FYWss/706dPWLhwobgj+vDhw6hUqRLWrFmDGTNmQE1NDVFRUQV+R2EHaqSvmTS1MCsdHj58iC5dupSpnfSy3w1pHbiFCxd+9bojGzCW/j81NVVp0rvPnj0b+vr6OHr0KHJzc9G6dWsYGRl9sXZXUlISunTpgjFjxhTIpFHUkpOTERoaipUrV4rHbt26BT09PXTs2BGpqanicUXMMbx580apapEB+Z+5uXPnwsLCAoMHDxY/o8eOHUPz5s3RuXNn7NixA9OmTYMgCMW281rZd/gwVtpJz93Pnz9Heno6AIjn0PT0dOzZswf6+vrw8fGRe1xGRgbmzZsHV1fX70ofrIw4SMNKjTt37kBLSwsTJkwAkP9FDw4ORkhICID8ejMhISGwt7dHr169EBUVhYEDB6JixYoKW2Ei7QQ/ffoUAwYMgJOTE8LDw5GamgozMzOxoKMsiUSCY8eOleg8i9/i3r170NHRwYQJE5CcnFxgwHDt2jU4ODiI2zDv3buHrl27YsyYMUq3Yqgo/L2z/0+d/8TERIwcORI6Ojpyk6iscEk7FFK7d+9GgwYNxJVg+/fvR/ny5aGrqwtXV1fxM3337l0sW7bsXw+KlS0VISt79uzZAx0dHXTp0gVeXl6oV6+eGDi/c+cOHB0dYWZmBh8fH2hra/NOElYqHDt2DBUrVhRXbqenp2PFihVQUVHB5MmTAeT3716/fo27d++KA8+iXHigzDsIZCdNpbvoEhISkJSUhKdPn6Jhw4biIqVr165BVVUVgiBg586dRdouZX7N2H8jrcdUFsj2/+fMmYOpU6dCS0sLgiBg2rRpX+1byn4vZf+viGCC7O6S9+/fw93dHZs2bQIAxMTEoGLFiuJCs5ycnALn0okTJ8LZ2bn4Goz8haEeHh6wsrISg+PS11oaqPH39/9iTa2yLiMjAwsXLoSjoyMGDhwoBmpiYmLQtm1bNGjQAKampnIZRYqDsu/wYay0kl6DHj16hPbt2+OPP/7A3bt3oaGhIQZJMzMzsXv3bhgYGMDf31/u8RkZGXJB8ZKOgzSsVHj27Bl0dXUREBAgd7xbt26wsbFB/fr10a1bN8yaNQuRkZFwdHSEnZ0dWrdurZBiWFLSE1JycjJ+//13DBgwAM7OzggNDUXdunUxdOhQhIWFYcKECZgyZQpCQkLElYel2V9//QUXF5cCBXZlBxHR0dEQBAFxcXEAgEmTJqF9+/ZlosMk+zq8fv1abrDytcHVgwcPsHTpUoWvjiutmjVrJldbBgC2bduG8ePHA8hfKVy1alUsW7YMu3fvhqamJjp06FBgoPlv3x9Oo8QUJT4+HgYGBuIK0rt376JSpUrieTsnJwdnz57F0KFDMXDgQNy/f1+RzWWs0OzcuRMNGjSQS7kA/F+KlPnz5xdYwV4cq7uVcQeB7PMeP348qlatKu4SB/LzjNvY2IjH4uLiMGLECOzcubNYdtMq42vG2PeYNm0adHV1cejQIezcuROTJ0+GiooKpkyZotR9/xMnTmD+/Pm4du0agPwgTePGjZGSkoKYmBhUqFBBTAn88eNHREZGiosYpWOeSZMmwcbGpsBiqaJ09uxZtGnTBpqamli7dq14XHrOu337NsqVK4cePXooVf1PRfn999/lfv7w4QPmzZuHJk2aYNCgQeI1MykpCQkJCWJqu+KirDt8GCvtpOfHO3fuQEdHB4Ig4M6dO0hLS4O/vz8qV64sBsI/fPiA3bt3w9DQsMC8b2nCQRpWKiQlJcHR0REdO3YUc3LPmTMH2tramDFjBtasWQNzc3NYW1uLE0WZmZkFBtiKcPDgQQiCgHv37uHx48cYMGAAGjZsCG1tbfTo0QMdO3aEj48POnTogJYtW5aJia779+/D1NQU58+f/2LHViKR4PPnz/Dz84MgCHB0dESFChUUGnBThGnTpsHJyQk2NjZYvny5uOX6f62CU+bBWkm1b98+cSWg7Hnl2bNnSEtLQ9OmTTFr1iwA+bv66tevD0EQEBQUBOC/rVzkNEpMEU6ePAl7e3sA+btBDQwMMHDgQPH2O3fuiP8vqakLGfuSM2fOQEVFRdy9KO2n3LhxA5qamhAEQWELapRpB4Fs/y0kJATa2trQ1dWV2yFz8uRJCIKAAwcOID4+Hh06dEDnzp3F24vj3KFMrxlj3yMrKwvu7u5iP1Nq9erVUFFRwaxZs4qtFsq/sW7dOtSuXRuDBw+W2zXRvHlzuLq6olKlSnKpD5OTk+Hm5iZ3DklKSoKXlxdu3rxZrG0H8nf+eXl5wcbGBgcPHhSPS899cXFxSEhIKPZ2KZv4+Hg4ODiI2U6k0tPTMXXqVNSsWROhoaEKH88o6w4fxkor6bny1q1b0NLSwuDBg2FtbS2eT1+/fo2ePXtCW1tbLlCzd+9eVKxYEb169VJY24sSB2lYqSHNL92xY0f0798fenp6crVJnj59CkEQCqx2V6SUlBQsX75crhZNcnIyBgwYADc3twLFxBWxBV0Rtm7dClVVVfH5filQk5mZiSNHjmD//v1YvHgxEhMTi7uZxU72dVi7di2qVauGNWvWoFu3brC3t8fAgQPFNHhl5bOiaH/Pfz19+nSMGDECb9++FY/duXMHderUEQeQz549Q/fu3XHmzBleXcdKrAsXLqBt27a4desW6tatiwEDBogB4OvXr2P48OFiaiM+H7GS6Gvn53fv3sHX1xdt2rSRq5GQlJSEIUOG4MiRIxyYlDF8+HBUq1YNsbGxaN26tVgrUvZ2QRBgYmICW1tbhU/UMVaSSCQSZGRkwMTEBNOnTxeP5eXlIScnB507d4YgCBg3bpxS9Tm3b98ObW1t7Ny5E2lpaQD+r69w9OhRWFhYwNXVVbz/hw8f0L59e7i7uxdYbJaRkVGkbZW267fffsP27dsxZ84c/PHHHwCAmzdvwtfXF+7u7jh8+LD4GGV6rRUtJSUFgwYNgrOzs/gZlXr//j1MTEygo6MjpqgvTsq+w4ex0kp216GWlhYmTpwIAKhVqxaWLVsm3u/t27cFAjUZGRk4ePCgOM4sbVSIsVKiXr16FB4eTllZWbR161YaO3YseXp6EgDKyckhVVVVatSoEenp6Sm6qUREdO/ePTIzM6MlS5aQoaEhERHl5eWRgYEBTZgwgczNzWnz5s00c+ZMBbe0+BkZGZGqqirt27ePiIhUVAqeqjZs2EDh4eHk6+tLI0eOpHr16hV3M4ud9HW4evUq3blzh1avXk39+/enHTt2UK9evejOnTs0Z84cSk5OJkEQCICCW1z6ARDfl/fv31P9+vUpPDycli9fTqmpqUREVLNmTSpfvjwtWLCArl27Rv369aP09HRyc3MjFRUVysvLU+RTYOx/+tK5REdHh27fvk2Ojo7Uvn17Wr16NZUrV46IiLZs2UIJCQlUrVo1IiISBKFY28vYfyWRSMRz++HDh2nTpk0UFRVFRPmf/aCgIFJVVaV+/frRjh076Pjx4zRo0CBKTEwkb29vUlVVpdzcXEU+BaWwZMkS2rhxI8XExJCdnR3VqFGDsrOziYjE1yc8PJyuXr1KGzZsoBs3bpCamhq/dox9hUQikftZEASqUKECde3albZs2UJ37twhQRBIEARSVVUlY2NjcnZ2psuXLyvNtfjt27e0evVqmj9/PnXt2pUqVapERESZmZl069YtIiLq3bs3/fXXX+To6Ej+/v7Url07evHiBcXExFC5cuUoLy9P7JtUqFChSNsrCALt3buXfHx8KDIykvbu3Us2Nja0cuVKaty4MY0ePZp0dHQoPDz8H8euZcXf+4zVq1en6dOnk5OTEx0+fJhmzJgh3pabm0tNmzalsWPHUmhoaLG2MyEhgbp160YTJ04Uj5UvX54GDx5MXl5edPDgQRo/fjzl5OSQkZER1a9fn2rUqFGsbWSstFJRUaGbN2+Sq6srjRw5UpzzNDAwoPfv34v309XVpcWLF5O/vz/5+PjQ2bNnqUKFCuTj40NmZmYKan3RKrtXD1Yq1a9fn1atWkWurq50+vRpunDhAgmCQGpqarR69WpKT08nJycnRTeTiIhUVVWpc+fO9Mcff9C7d++IKL9TI5FIyNDQkCZOnEhGRkb066+/ircrS+e6qBkaGlKlSpVo06ZNlJycLB6X7fT9/vvvZGdnV+YCEadPn6ZevXrRzp07SU1NTTweEhJCP/zwA8XFxdHcuXPp999/LzOfF0WRDdCMGTOG/Pz8qFu3brRu3TqaPn06LV26lN69e0e6uro0btw4io2Npe7du1NWVhYdOHCAVFRUSCKRiBPbjCkjACQIAl25coUiIyNp06ZNlJGRQVZWVhQeHk55eXmkq6tLt27doocPH9Lo0aNp48aNtHDhQqpSpYqim8/YvyYboAkLC6NBgwbR6tWracKECeTh4UH379+n9u3bU1hYGNnb21OfPn0oNDSUPnz4QNHR0USU/71RVVVV5NNQCgYGBnTjxg2ys7MjIqIqVapQXFwcEZH4+ty8eZOaNGlCrq6u4uQrv3aMFSR7boqNjaVff/2VsrKyiIgoICCAjI2NaeLEiRQXF0eCINDHjx8pPj6exowZQ7/++qtSLeBKSUmh2rVriz+vWrWKAgMDyd7enkaMGEHbt2+ntWvXUrNmzcjAwIB8fX0pNjZWDOKWK1eu2MY5t2/fpuDgYJo3bx6dOXOGzp07R3/99RdlZGQQEZGzszONHTuWJBIJbdiwgT58+FAs7VJG0j7jpUuXaP78+RQWFkYnT56k6tWr05QpU6hFixZ0+PBhCg4Opnv37tGCBQvo1atXNGDAAKpbt26xtrVq1ark4OBA58+flwscVaxYkUaOHElaWlq0du1aGjNmTLG2i7GyIDU1lTw9PSkoKIhmzZolHq9RowYlJCQQ0f8t5qlevTotW7aMvL29qUePHuJ1r9RSxPYdxoqaNPVZ27ZtcfPmTcybNw+ampoKyVf7d7du3RK39yUkJKBXr17Q0NDAqVOnAORv/ZPe/vz58zK7rXbv3r3Q0NBAr1695OrwZGZmYvz48TA0NCyzeX6nTJkCPT099O7dGykpKXK3/fLLLzA1NcW8efMU1LqyQTZ906VLl+Dq6orLly+Lx9atWwdBEDBx4kRkZWVBIpHg3bt3uHv3rvj95nQ4rKTYs2cPKlasiAYNGsDIyAg2NjZiSr8VK1ZAT08P+vr6sLKyQqNGjeRSQDFWUi1atAi1atUSa89s374dgiCgefPmuHv3rni/5ORkvHz5ssyf2/8pvY80Zcy4cePQokUL8birqys8PT2LvG2MlSajR49G7dq1oa2tjSZNmmDfvn0A8ouce3l5oWLFimjZsiUaNGgAKysr8ZykLKlHU1JSUKdOHfTv3x+nT59G586dYW1tjcGDB+PEiRPYtWsXzMzMsGTJkgKPLeq6midPnhTTr0kdOXJEPE89fPgQhoaG6N+/v3j7n3/+CQC4fPkynj9/XqTtKwn27NmDChUqwM3NDU5OThAEASNHjsSff/6J9+/fY+7cuahXrx5q1qwJY2NjxMbGFku7vvT5T0lJwahRo+Do6CiXiu3PP/9Ejx49MHv2bDx79qxY2sdYWZKdnY3ffvtN/Fl6bg8MDET79u0L3H/RokU4dOhQgbmv0oiDNKzUSkxMRIcOHaCnpwc1NTVxkK1I7969Q9WqVdG2bVtxMJuYmIjevXujatWqYqAmNze3zOeyzcvLQ0REBFRVVWFhYYHAwEAMHjwYHTt2hJ6enlIE3IraP30GJk6cCFtbW0yZMkWu/gkA7N69u8gHMSzftm3b0L17d3Tv3h2AfAHitWvXQhAETJ48ucB7VNa/30w5yQ5gpf//+PEjBgwYgI0bNyIjIwO//vormjdvjrp164oTEwkJCbh27Rru3r0rHmOspDlx4gS2b98OID9P/qBBg7BlyxYA+QtHdHR0sGjRIpiamsLZ2RnXr18vcK0tq+d22ee9fft2zJ8/H1OnTsXt27eRlZUl3hYVFYWmTZsCADw9PWFhYSF33WSMFST7/YqOjoa1tTVOnjyJu3fvon379rC3t8fmzZsB5Bda3rRpE0aPHo1Zs2aJARplGxecOnUKlStXhomJCWxsbHD69Gmx/5CamgpbW1tMmjSp2NqTl5eH8+fPo0KFCnjz5o3cbcuWLUPTpk2RlpYGQ0NDDBgwQHxPDhw4gJEjRyIzM7PY2qrMHj9+DAMDA6xZs0bsR27fvh3VqlXD6NGjAQBZWVl4/fo1rly5gtevXxdLu6RtuXjxIubNm4dx48YhJiYGQP71PjQ0FI6Ojhg6dCji4uIwbtw4tGzZkvu0jBUT6TVqwYIF4mIe6fd28uTJKFeunNwCqdKMgzSsVIuPj0fHjh1x7949RTdFdP78edSsWRN+fn5yO2r69OkDPT09HDt2TMEtVC7Xrl1Dly5dYGtrC1dXV4wbNw6JiYmKblaR+/uAbMWKFTh8+LDc7qGxY8fCzs7ui4EaQPkGZKVR//79oaOjgwYNGuDjx48A5FdRr1+/HoIgYM2aNYpqImPf7O87YC5duoRGjRqhffv2ePjwoXj87t27aNq0qVyghrGS7OLFixAEAQ4ODti6dSsA4PTp03j9+jVu3boFU1NThIeHAwA2bdoEQRBgaWlZZnf0ypIN7oaGhqJatWpo3749atasCWtra0yePBkfPnwAABw8eBCGhoZwdnaGqampuMOmrO4+Yuzf2Lt3L8aMGYMZM2aIxz5+/IiAgADY2dlhw4YNckFRKWX9fqWkpODJkycFjqempqJFixZYvXp1sbdJGqD5/fff8f79ewDAixcv0KhRI6ipqWHAgAEA/u+8FxoaCm9vb7x7967Y26pI0nHq3xcm3Lt3DyYmJrh9+7bctWHr1q1QUVHBxYsXi7WdspR1hw9j7P+sX78e+vr6SE1NBZCfQUZTU1MpFtwXFw7SsFJPOgBUhK9tK7948SJ0dXXlAjWJiYno3LkzjI2NkZmZqTRb0pVBWQs2yL73Y8eORa1ateDk5IQGDRrA19cXx48fF28fN24cHB0dERISIg4mWNH42grpCRMmoG7duhg/frzYoZAdEB85ckRpB8iMSR06dAiVKlXC+/fvkZeXB4lEguPHj8POzg4VKlTAH3/8AeD/zk93796Fq6srKlSoIH7uGSupDhw4AEEQ0KJFC/j4+GDHjh3ibcuWLUOrVq3EFAubN2/G0KFD0b179zLXP/knhw4dQu3ateUmtsaOHQsXFxfMnTsXOTk5iImJEVPGcYCGsW/38eNHWFpaQhAE/Pjjj3K3ZWVlISAgAE5OTli2bJlCx77/VUpKCry9veHk5FQs51dp3172NUtKSoIgCJg6dSrS0tLw6dMnzJo1C/Xr18e4ceMA5C+wHD9+PKpUqaJUi0GLg/Q1S0pKwurVq3H9+nXxths3bkBNTQ1Xr14FAHz69Em8zcrKCgsXLizexv5/yrrDhzEmLzo6Gnp6esjJycGMGTPKXIAGAFQUXROHsaImW1y9uAmCQCdPnqTg4GC5487OznTgwAE6f/489ejRg3JycqhevXo0b948unjxImlra3PRdxnSIplEpDQFL4uS9L1fsmQJbdu2jXbv3k1Xr16lXr160YkTJ2j27Nl05MgRIiKaO3cu2dvbU3p6OlWqVEmRzS7VZIu1JiYmUnJyMv3+++9ERDRr1izq0qULnThxglasWEFpaWmkqqoqFrvz9vaW+5kxZdSyZUt6+PAhVa5cmd68eUOCIFDLli1p3rx5VKdOHerUqRPl5OSI5ydra2tatmwZNW/enP766y8Ft56x/6ZTp07Us2dPEgSB1NTUKCIigjZv3kxERK9evaIXL15QXl4epaen086dO6lBgwa0fft2sdB9WRQTE0M7duwQf3758iVVrlyZTE1Nxb7azz//TJaWlrRr1y5SVVUlDw8PWrlyJZ0/f14sAK6qqqqop8BYiaGlpUUXLlygNm3aUGxsLB06dEg892hqatKmTZuofPnydOfOnRL5nfrzzz9p7ty5FBgYSCkpKXThwoUiP79K+/ZPnz6l9evX040bN4iIyMjIiObNm0ezZ8+m5cuXk6qqKg0YMIC6dOlCO3bsoMqVK1OXLl3owIEDdPr0aWrYsGGRtVHZSF+zuLg4atu2LR0/fpxSUlLE2+3t7cnX15f69u1LT548IQ0NDSIi+vz5M2loaBT5WFUikcj9K/Xp0ydSVVUlR0dH8Vj37t1p2bJltHjxYrp06RJpamqSvr4+NW3alPT19Yu0nYyxL2vYsCFVqVKFunTpQjNmzKCLFy+Svb29optVvBQdJWKstPjSKvucnByx0OyIESMK3PeXX36BIAjw9fUts3nM2ZelpqaiZ8+eiIiIAJC/yrdy5coYMWIEmjZtiqZNm8rtqJGuCuIdWIVP9jWdMGECGjZsCH19fZiammLatGnibSEhIXBwcMCsWbN4ZwErseLj4yEIAjZs2AAgf3XpyZMn0ahRIzRt2lRuVSQArifBSjzpZ3rLli0ICgrC1atX4e/vD1dXVxw+fBhv3rxBzZo1UbNmTZiYmMDa2rpEr1QvDLLp4TZu3Aggf4eRsbGxuONI+holJydDRUUFJ0+elPsdvIOGsS+THRNKJBK5fujbt2/RrFkzuLi44OjRo3K3ZWdni48taeOBW7duoUOHDggJCRHPDUV5jpC+Tnfv3kX9+vXh5+dX4PUMDw+HIAiYOXMmJBIJsrOz8fr1a2zbtg03btzAy5cvi6x9yuzhw4eoUqUKwsLCxF3Wsq5cuQIPDw+Ym5vj9OnTOH/+PCZOnAhdXV38/vvvRdaukrjDhzEm79mzZxAEAerq6rh9+7aim6MQHKRhrBBIOwXJycnYuXMnwsPDxZzAnz59wq5du6ClpYVhw4bJPW7Hjh1wc3ND/fr18ezZs2JvN1MesgMy6fb+W7du4Y8//sDdu3dhaGiIpUuXAgBWrFgBbW1tWFlZ4dy5c+LjStqArKSZM2cOqlatiuPHj+PgwYNYvHgxNDQ0MHz4cPE+I0eOhIGBgTjBzVhJIHvuyMzMxPDhw6GhoYFt27YByJ9sjYmJgY2NDVxdXQsEahgrac6cOYOoqCi5Yy9fvkTt2rWxbt06vHr1Cv7+/nBxccGRI0eQmpqKZcuWYeXKlcUygajsZNPDderUCbt27UJGRgb09PTQu3dvufvGxcXB0tISd+7cUUxjGStBZMcDy5YtQ79+/dCyZUscPHgQz58/B5CfEkwaqImOji6w0K+kLvx79+6d2B8pjlRn/yvYAACLFi2CIAiYNWsWp5XG/6XWGzp0qNzxz58/49mzZ2IQJj4+HgEBAdDS0kL9+vXRsGFD3Lx5s8ja9bWgm6yAgABYWlrKBYqys7Nhb2+PyMjIImsbY+zb5ebmYsaMGXK1UMsaDtIw9h9JOwV37tyBsbEx7OzsoKOjA3Nzc7lC4jt27ICmpiaCg4Px6dMnSCQSTJkyBdOnT+cJrzJOdjC1c+dOHDlyBBkZGeKxxYsXo3Xr1sjMzAQAbNiwAW3btsXMmTNL7ECspPn06RO8vb0xb948ueP79++HioqKXHHTZcuWcZ0CVuJcu3ZNHLhmZmZi7NixUFFRkQvUnDp1CgYGBvD09FRkUxn7T86cOQNBECAIAtq2bYtVq1YhLi4OQH6Oeh8fH2RkZODevXvo3Lkz3NzcsHXrVrnfwed4oFevXnBzc5PbdXThwgXo6urC398fx44dw5UrV9C+fXs0bdqU+yuM/QthYWGoXr06Jk6ciN69e6N+/foYM2YMHj16BCA/UOPi4gJzc3NcuXJFwa0tXMWx6Oyfgg3Pnz/H/fv3xWMLFy6EmpoaJk+ejLS0tCJvmzLLycmBq6srfvnlF/HY8ePHMWLECFSqVAkGBgZo166deNv9+/eRnJyMt2/fFnnblHWHD2Ps3ynrfWyuScPYfyDNy3rnzh1q2rQp9ejRg6Kjo+n69euUmZkp1g1RVVWlbt260ZYtW2jTpk1kZWVFzZs3p/DwcPLz8xPztbKySVrrZOzYsTRy5Eh6/fo1ZWZmirdLJBJ6/fo1PXjwgADQ/v37qXXr1jRhwgRSUVEpkHeXFb7Pnz/T/fv3KT09XTwmkUjI19eX+vTpQ6dPn6asrCwiIho2bFiZrlPASp7Pnz9Tly5dqHPnzvT06VPS1tamqVOn0ujRo6lnz560fft2UlNTI1dXV9q4cSOtWrVK0U1m7LvVrVuXXF1dqWXLlpSdnU0PHjwgd3d3Cg8Pp1evXlFmZibdvn2bGjZsSNOnTydBEOjy5ctyv6NcuXIKar3iZWdnExFR27ZtqX79+jR27FiqXr06LVy4kJ49e0anT5+m33//nYKCguinn36ijx8/0q+//sr9Fca+0ZYtW2jnzp10/PhxmjlzJvXv358ePXpEBw4coOXLl1NSUhJVr16ddu/eTW5ubnJ1NkqD4qjLqqqqSq9fvyYLCwvx2IkTJ2js2LHUsGFD6tChA7Vs2ZIAUGhoKE2bNo2WL19OOTk5Rd42Zfbx40d6+/Yt3b17lxISEmjOnDkUEhJCz58/pxkzZtDUqVPp0aNHNGrUKCIiatCgARkYGJCurm6RtuvTp080ZcoU6tGjB82ZM4dq1apFREQ5OTn0/PlzevLkCTVt2pR++eUXatSoEXXo0IGCgoLowIEDFBMTQyYmJkXaPsbYtyvLfWwiIgEoA1W4GStCjx8/Jmtraxo9ejTNmDFDPO7i4kLu7u704sULatu2Lbm6ulKdOnXo0aNHtHbtWqpQoQJ16dJFrnPIyq7IyEiaOnUqHTx4kOzt7eUuTmfOnKHJkyfTy5cvSU1NjdTU1MTCoACKZTBTlty8eZOqVq1KRkZGNH78ePLw8KBWrVpRWFgYnT17liIiIqhx48bi/UeOHEnx8fF07NgxBbaasf/mxYsX1KpVK9LX16dNmzaRsbExffz4kaZNm0bh4eG0atUqCgwMVHQzGSsUiYmJNH78eMrJyaHhw4dTXl4eRUZGUlZWFh0/fpw6depEe/bsoXLlytHTp0/JwMBAXFBRFp09e5aePHlC/fr1E4+9evWKHB0dacaMGeTl5UVDhw6lP//8k8aPH0+enp70xx9/UHp6OjVo0IBUVFQoNze3RBY0Z6w4AaDdu3fT06dPaezYsXTgwAEKDAykRYsW0evXr2nmzJk0aNAgCgoKogYNGoiPy8vLK/MTW/9Geno6OTk5kaurK4WGhtK+ffto48aNZGVlRS1atKAKFSrQnDlzyNvbm5YuXUpERO/evaMqVaootuFK4MyZM9S2bVuqXbs2paam0oIFC6h169ZkZmZGOTk51KFDB6pZsyZt2LCh2NqUm5tLrVq1oq5du1JwcDAR5Qfdjh8/TuvWrSMdHR2ytLQUx2oPHjygChUqkLa2dpEHkBhj7N/gIA1j/4FEIqFJkyZRVFQUTZgwgUaMGEFERHPnzqWJEydSt27d6MmTJ3Tz5k0aOnQoTZs2jSpVqqTYRjOFi42NJXt7e7ljffv2JTU1NVq9erV4TLpTi4joypUr9ODBA0pLS6Phw4eTqqoqD8iKQEJCAvn7+1O7du0oIyODoqKi6M6dO2RtbU0xMTE0a9YsMjExoeHDh1Pjxo0pIyOD/P39yczMjHcXsBJDGtyVnkOk55o//viDXFxcqE6dOnKBmrFjx9L27dspKSmJKlasyIFhViokJCTQiBEjSCKRUHh4ONWrV48SEhJo8eLFNGzYMLKxsZFbCCF7TS5Lzp49S61btyYiIk9PT/L19SUXFxeysrKiHTt20LZt22jbtm2UnJxMU6dOpb/++ot69uwpF9Apq68dY98jJSWFiPK/Nz4+PvTDDz/QqFGjxKAnAAoLC6Phw4fzYq3/4N8GG/i1/j/Pnz+nlJQUMjQ0lAtySCQS6t69O5mbm9P06dOJqHh2Rn1L0G327NnUsWNHWrx4Mb+XjDGlxUEaxv6jly9f0vz58+nq1avUp08fSk9Pp4ULF9KmTZuobdu2JAgCDRs2jDZu3Eh3794lIyMjRTeZKVBgYCCpq6vLBWM+f/5MLVu2JEdHR1q6dKlc8CU7O5tu3bpFtra2pKmpKT6GAzRFJyIign7++Wd6//497d+/n7y8vMTbtm3bRlFRURQfH0+mpqaUmZlJOTk5dPPmTVJTU+NOP1NKX5ogPXfuHC1fvpzWrl1LlStXFj+7f/zxBzVv3pzMzMwoMjKSTE1NKSsrizIyMkhPT09Bz4CxovHo0SNx1e2kSZPI1dVVvI0DC/keP35M/fr1I1VVVZJIJGRtbU3btm2jyZMnk0QioSNHjtC0adPIxcWFHjx4QEOHDiUrKytatmwZXw8Z+w9u3bpFAQEBtGnTJmrevDk9fPiQ5s+fT05OThQUFMTjgEKgbMGGkuzz5880Y8YMWrduHZ07d47q1atXrH9fGXf4MMbYv8VBGsYKwevXr2nWrFl08uRJevz4McXExFCrVq0oKyuLtLS0KDo6moYNG0bR0dFkbm6u6OYyBXr16hVVq1aN1NXV6enTp2LQbty4cbR+/Xq6evWqXF7cJ0+e0Jw5c2jIkCFyKbZY4ZMGvmJiYmjw4MGkpqZGPj4+NGjQIDI1NRXvFxcXR/fv36fY2FiqW7cuDRkyhFRVVTmVC1NK0onmFy9e0Pnz5+njx4/k7e1Nz58/J2dnZwoICKDVq1dTpUqVxO/A0aNHycfHh5ydnWnz5s28uICVao8ePaLhw4cTEdHEiRPJxcVFwS1SPt+bHo4XLjD2/S5dukR9+/al/v37U/PmzWnu3Lmkra1NO3fuJCJesFVUFB1sKIm2bNlC169fp507d9KxY8cUNmbloBtjrKTjIA1jheTNmzc0e/ZsOnfuHP30008UGhoq3jZixAi6evUqHTt2jHPZlmE5OTmkpqZGRETr16+nZcuW0bx588jT05MSExNpwIABlJmZSVu2bCFjY2N6//499e3bl96/fy8W3WWF7++TSGlpaaSiokKbNm2iqKgocnV1pZCQELlAzd/xQJkpI2mA5v79+/Tjjz+StbU11apVi+bNm0dE+akX27dvTy4uLrRu3TqqXLkyEeXn8V6xYgUlJyfTwYMHOUjDSr1Hjx7RyJEj6c2bN7R27Vpq1KiRopukdDg9HGOFQ/o9+Zbvy8iRI+nw4cOUnZ1NderUoV9//ZV3bhchZQk2lCQJCQk0aNAgqlKlCs2aNUuuVpIy4KAbY6wk4SANY4VIuqPm+vXr5OfnR+PGjaOZM2fSvHnz6NKlSzzoL8NkB1NXr14lc3Nzcnd3pxo1atCECRPIzc2Nzp8/T/Pnz6czZ86QiYkJCYJAmpqadOXKFVJTU+MJjyIg+5qmpKTQp0+fqE6dOuKxRYsW0ZYtW6hly5YUHBxMJiYm1K1bNxo+fDg5OzsrsumM/SPpOef+/fvk6upKQ4cOpTFjxoh10Q4dOkTly5cnXV1dateuHTVr1owWLFhAderUodmzZxMAmjJlCu8OY2XGw4cPKSoqihYsWMDX2q/g9HCM/Tey35O0tDRSU1MjLS0tEgRB7jbZ/9+7d4/y8vLI2tqaVFRUeOd2EVH2YIMyS0lJIQ0NDXGxj7LgoBtjrKThIA1jhUwaqLlz5w5lZ2fT3bt36eLFiwUKxbOyQzZAM2XKFFq8eDG9fv2aUlNTydfXl3R0dGjatGnk6upK2dnZdODAAXr37h1VrlyZunbtSuXKleMBWRGQHQBPmzaNTp48SXfu3KEff/yRPDw8qHPnzkREtHjxYtq+fTtpaWlRXl4ePXnyhJ49eybuimJMWaWmppKfnx81atSIfvnlF/H4vHnzaPz48eTu7k4TJ06kWrVqUdu2bSknJ4d0dXXp5cuXdObMGbKxsVFg6xlTHA44fB2nh2Ps+8ieVxYuXEjHjx+nzMxMqlKlCq1du5Zq1qz51ftL8c7toqWswQb273HQjTFWEnGQhrEi8Pr1a5owYQJduHCBdu/eTba2topuElOAHTt2UNu2bcUUd7GxsbRixQoKDAwUV58mJyeTn58f6ejo0OTJk6lly5YFfg8PyIrWlClTKCIigpYvX05VqlSh6dOnU1ZWFg0dOpQCAwOJiGjr1q308OFDev/+PS1dupRr0LAS4eHDh+Tj40Nr1qwhNzc3UlFRoYiICBo+fDgtWbKEDh48SOXKlaPJkydTo0aNaNOmTQSAPD09OR0EY+yrOD0cY99v4sSJFBUVRXPmzCEjIyPq2bMn1axZk06dOsVpsRkrRBx0Y4yVNBykYayIvH37liQSCenr6yu6KUwBmjZtSioqKnTx4kVSUVGhnTt30oIFCyg3N5dOnDhB+vr6Yo2a5ORk8vf3J11dXRo+fDh5e3sruvllxtmzZ2nYsGEUGRlJzZs3pwsXLpCHhwc1btyYPn/+TKNGjaIff/yxwOM4QMNKgi1btlCfPn0oJydH3M334sULSkpKIldXV7p37x6NGDGCUlNTae/evWRsbKzgFjPGSgpOD8fYv/f06VPq3LkzzZ07lzw8POjo0aP0448/0ty5c2nQoEHi/Xg3H2OMMVb28JWfsSJSvXp1DtCUUSdPnqT09HQ6evQoqaioUGpqKtWpU4fKly9PiYmJdO/ePSIiUlNTo5ycHDI0NKT9+/fT/fv36eTJkwpufekmkUjkfjYxMaGffvqJmjZtSidOnCA/Pz9atWoVbd68mVJSUmj+/Pm0YsWKAr+HAzSsJDAyMiJVVVXav38/EeWnXqxTpw65urqSRCIhKysr6tatG6mqqpKmpqaCW8sYK0kaNGhAixYtIhUVlQLXVsbYl6WmptLLly/Jw8ODoqOjqXv37jRv3jwaNGgQffjwgVatWkUAOEDDGGOMlUF89WeMsUJWpUoVio+Pp8uXL1NoaCg1adKEnJ2dafLkyeTo6EjTpk2jixcvEtH/BWoMDAwoNjaWFi1apODWl27SQW9qaioRERkYGNCgQYMoNzeXVqxYQcHBwfTTTz+RmZkZWVtbU05ODiUmJhJvOmUlkZGREVWuXJk2btxIycnJ4m4aov/7LiQkJJCRkRFVqFBBUc1kjJVwPKHMWEFf6jvWr1+frK2tacyYMdStWzdavHgxDRw4kIjyd9kcOHCALl++XNxNZYwxxpgS4B41Y4wVIolEQg4ODjRr1izq1KkTrV+/ns6dO0dERG3atKFx48ZR+fLladasWeIgTE1NjfLy8khfX5/KlStHeXl5CnwGpd+2bdvIwMCAEhISSBAEqlSpEuXl5VFSUhKpqalRuXLl6OPHj1SlShWaOnUqLV26lARB4EANK3Hq1KlDK1eupOPHj9PkyZPpwYMH4m3p6ek0duxYWrduHU2dOpUqVqyowJYyxhhjpYdEIhEXRuTk5NDnz5/F43p6evTLL79QYGAgBQUFERFRVlYWjRs3jtTU1KhZs2YKazdjjDHGFIdr0jDGWBGYOnUqzZgxg4iIDh8+LFdn5ujRo7RixQoSBIFGjx5NLVu2VFQzy6TXr19T9+7d6fnz53Ts2DGqX78+paam0uDBgyk9PZ0cHR3p6tWr9P79e7p69aqYyoVXCrOSKC8vj6Kioig4OJjMzMyoefPmpKamRn/88QfduHGDoqOjqXHjxopuJmOMMVbqzJo1i65evUofP36kiRMnUqtWrejFixfUpUsXEgSBbGxsyMjIiI4fP06pqakUGxtLampq3O9kjDHGyiC+8jPGWCECINaZuXz5MoWFhZGPjw/t2bNHvI+3tzcFBwdTSkoKHTlyRIGtLf3+nicfANWoUYN27dpFxsbG5OHhQQkJCVS1alUaMmQIVa5cmU6cOEHa2tp06dIlDtCwEq9cuXI0cOBAunjxIllaWlJsbCzdv3+frKys6MKFCxygYYwxxopAeHg4LV++nBo0aEDly5cnT09PioyMpDp16tDOnTupdevWdPfuXbp69SrZ2NjQzZs3SU1NjXJzc7nfyRhjjJVBvJOGMcb+o61bt9Lly5dpzJgxVKlSJapatao4sf/q1StauHAhLVmyhHbt2kVdunQRH3flyhVycnLigVgxWLt2LQUEBFClSpUIAAmCQG/fvqUffviBEhMT6eTJk2Rubk4fPnwgNTU1UldXJ0EQKDc3l1RVVRXdfMYKRV5eHpUrV07RzWCMMcZKnb8v6lm2bBkZGRlRx44diYho+vTpNH36dFqxYoVYh0baJ5XifidjjDFWdnGQhjHGvhMAev/+PZmYmFBmZiZ5eXmRmpoaBQUFUYsWLUhLS4uIiN68eUNz586l8PBw2r17N3Xu3Fnu9/BOjcInO+j9888/ydbWlnR0dOjKlStUsWJF8fakpCRyd3enatWq0ebNm6lhw4bi7+D3hZU2st+Lv08MMcYYY+z7yF5Tjxw5Qu/fv6dNmzbR0KFDqVOnTuL9ZsyYQdOnT6eIiAjq16+foprLGGOMMSXEyzQYY+w7CYJAVapUofHjx5OqqirZ29vT2bNn6YcffiBfX18yNzencePGkb6+Ps2bN48AUEBAAJ0+fVquDg0HAgqfdKCcnZ1Nurq6dOLECerZsye5urrShQsXxCLp+vr6ZG5uTufPn6eJEyfSgQMHxN/B7wsrbWSDMhygYYwxxv472QDN+PHjadGiRWRlZUW3b9+mBg0aUIsWLahKlSpERDR58mRSUVGhoKAg0tPTIx8fH0U2nTHGGGNKhGegGGPsP6pTpw5FRESQubk5/fzzzxQbG0v169en8ePHU/v27Wn69OmUnp5OEyZMoBUrVpCrq6uim1xqydagmT17No0fP57+/PNPatiwIW3dupXy8vLI1dWV0tPTiYhIXV2datSoQb/99hvt27dPUc1mjDHGGGMlkDRAc/36dbpx4wadO3eOjh8/TgsXLqRffvmFoqKiKC0tTbz/xIkTad26deTl5aWoJjPGGGNMCXG6M8YYKwRdu3YlDQ0N2rx5MxERNWzYkOrUqUMNGzak2NhYunDhAm3dupV++OEHIuKc00VBNj3ZkydPaMaMGbRp0yaaNm0aBQcHk46ODj148IB+/PFH+uuvv6hTp05048YNys3NpWvXrpGKigrX7GCMMcYYY//KypUr6cKFCyQIAm3dulUM3CxevJhGjx5N8+bNo4EDB1KlSpXkHsfjAcYYY4xJcY+AMcb+A2mKg06dOtHevXvp1atX1K5dO6pSpQrt37+ftLW1KT09nXbu3EkBAQHi43hAVvikAZrQ0FCKjo4mV1dXatKkCU2ZMoU+fvxIY8eOJUtLSzp37hyNHDmS/vjjDzIzM6N169aRiooKSSQSDtAwxhhjjLF/5cOHD7Rv3z4yNDSkx48fU7169YiIaNSoUSQIAo0dO5YyMjJo3LhxVL58efFxPB5gjDHGmBTvpGGMsUKQlZVFVlZWlJSURK1bt6YdO3ZQtWrVCtyPV8wVDekOmOPHj1P37t3p5MmT5ODgQIIg0KpVq2jo0KE0fvx4GjFiBFWvXp2IiHJyckhNTY2I+H1hjDHGGGP/m+zObVlr1qyhiRMnUmBgIA0dOpQMDAzE26ZPn04xMTHibhvGGGOMsb/jmjSMMfY/HD16lP7888+v3p6Xl0daWlo0a9YssrKyop9//vmLARoiXjFX2G7cuEFEJO6Ayc7OJn19fTIxMRHvM3jwYFq4cCHNmzeP1qxZQ69fvyYiEgM0APh9YYwxxhhj/5M0QBMXF0c3btyghIQEIiIKCgqisLAw2rp1K61evZqeP38uPmbKlCligIbXyDLGGGPsSzhIwxhj/2D9+vXUpUsX2rZtG6Wmpn7xPtIAgbW1NWVlZdH9+/eJSL6IPSt8ERER1LFjR4qPjxePaWlp0ZMnT+jNmzckCAJ9/vyZiIi8vLxIU1OTpk6dSr/88ovce8krGhljjDHG2D+5c+eO+P/x48dT165dqVWrVhQQEEBdunQhovz0ZqNGjaJNmzZRZGQkJSUliY+RBmi438kYY4yxL+Glw4wx9g8CAwPp3r17FB4eTkREPXv2pKpVq37xvg0bNqTevXtTSEgIeXt7U+3atYuzqWVKZGQkDR06lPbs2UMWFhbicU9PT/Ly8qIff/yR9uzZQ6ampkREpK2tTYMGDSITExMKDg4mFRUVCgkJIV1dXUU9BcYYY4wxVgKsXr2aZs6cSdevX6dt27ZRZGQk7dmzh7S1tSkhIYF+/vlncnNzo/Pnz9OoUaNIVVWVRo0aRXXr1qUBAwaIv4cDNIwxxhj7Gg7SMMbYV0jrnCxatIgkEgktWbKEiL4cqJGujHNxcaHu3btTzZo1FdHkMmH16tUUHBxMu3fvJj8/P/H4tWvXyMnJiUJDQ2nu3Lnk6elJ8+fPJ1VVVVq1ahXl5ubSwoULqXLlytSrVy9SV1eniRMnfjGvOGOMMcYYY5GRkTR48GDau3cv1ahRg65fv07Dhw+nli1bEhGRg4MDmZqaUs+ePWnMmDG0YMECGj58ONWqVUuun8oYY4wx9k84SMMYY19Rrlw5MVAjDdB8LVAjXRnn7u5Obm5uJAiC+FhWeA4cOECDBw+mgwcPko+Pj3i8U6dOVLlyZbK3tyc3NzeqUKECrVq1ivr37081atQgPT09iomJISKiH3/8kcqVK0eNGjXiAA1jjDHGGPuiXbt20aBBg8R+Z15eHiUnJ8ulNC5Xrhw1b96cOnbsSPfv36fs7GzS0NAQU6DxeIAxxhhj34KDNIwx9jcSiUScvJcdVC1ZsuQfd9RId9NIAzY8ICtc2dnZdOLECTIxMZHL8d2lSxd69OgRRUdHk6pq/mXN3t6eoqKiaNKkSaStrU26urqkoqJCnz9/JnV1derevbuingZjjDHGGFNykZGRNGjQICIiKl++PBHl9+19fX3p4MGDdPbsWXE3jSAIZGRkRNevX6fc3FzS0NAQfw+PBxhjjDH2LThIwxhjMmQDNDExMfTq1SvS09MjW1tbqlmzplib5kuBGs4zXbQ0NDRoypQppKGhQdu3bycAdPHiRXr06BEdOXKEjIyMxECZ9F8jIyPx8RKJhNTV1RX3BBhjjDHGmNKLiIig4OBg2r9/P128eJE6dOhA27dvp06dOlGHDh1o9+7dtGrVKsrKyqL27dvTu3fvKDo6mkxNTcWADmOMMcbYvyEAgKIbwRhjykA6sU9EFBYWRhs3biQDAwNKSkoiLy8v6t27N7Vq1YqIiEaMGEFHjhyhvn37UnBwMFWqVEmRTS9TXr9+TbNmzaKjR49SWloa3b17l2rXrk05OTmkpqZGRETe3t5kY2NDs2fPVnBrGWOMMcZYSXHixAny9/enLVu2iDVlhg4dSuvXr6etW7eSn58f3bhxg0JDQ+nNmzf06dMnqlatGuXk5FBsbCypqanJjSkYY4wxxr4F76RhjLH/TzqYWrhwIW3dupX27dtHzZo1o7lz59LUqVPp/fv3lJeXRx4eHrR06VJ6//493bx5kypWrKjglpctNWrUoEmTJpGKigpdunSJtm/fTqNHjyY1NTXKy8ujjh070uPHj+nAgQOKbipjjDHGGCtBGjZsSGfOnCEnJycx2LJixQoiIurRowdt27aN/Pz8aMuWLfT06VO6ePEi1alTh3744QdSVVWl3NxcMf0uY4wxxti34p00jLEyTzbFWWpqKoWGhpKLiwv169eP9u/fT3379qWffvqJoqOjydjYmMaNG0etW7eWeyyvmCt+0h01v/32GwUEBNDo0aOpU6dOlJCQQHFxcaSmpsYDZcYYY4wx9k1kxwRfMnToUFq3bh1t376dfH19C9yel5fHNWgYY4wx9l04SMMYY/9fTEwM2djYUFJSEpmZmdEff/xBvr6+NGLECAoJCaEVK1bQ+PHjyd7enmbPnk3NmjUjov89oGNF5/Xr1zR79myKjY2lx48fk46ODt27d48DNIwxxhhjrNAFBwfTxo0bKSoqirp166bo5jDGGGOslOBZRcZYmSWRSMT/T5w4kbp160bZ2dlka2tLurq6dPLkSapXrx4FBQURUX46NCcnJ7KxsSEnJyfxsRygUZwaNWrQhAkTyMzMjOzt7TlAwxhjjDHGiszy5cupY8eOFBkZqeimMMYYY6wU4RksxliZJQ2uvHz5kgDQzp07ycDAgKQbDDMzMykjI4OePHlCDRs2pJiYGOratasYtOEdNMqhRo0atHTpUqpcuTKpqKhwgIYxxhhjjP1P0nTF/zZt8datW+UWezHGGGOM/Vc8u8gYK3NkB1V79uyhOnXq0LZt26hy5cpEROIgrXnz5vTnn39S9+7dqX79+vTo0SMKDAwkovxBHQdolEeVKlVIRUWFJBIJB2gYY4wxxtg/kkgkYp8/NzdX7ra8vLz/+Xhpv5MxxhhjrDDwTBZjrEzJyckhNTU1IiJKT08nFxcX6tOnD23cuJHevHlDRCTuxPDw8KCIiAiKj4+nrKwsGjFiBKmqqnJRUCXGgTPGGGOMMfZPZHfDL1++nC5dukQ5OTlkZWVFEyZMIHV19W/q73O/kzHGGGOFRYA0rw9jjJVyp06dori4OBo5ciQNGjSIXr16RXv37qU3b97QyJEjKSYmhs6dO0e2trZfTZnFARrGGGOMMcZKvrCwMIqKiqKgoCB6/PgxxcfHkyAIdPXqVdLW1uZ+P2OMMcaKDQdpGGNlQk5ODvXt25fi4+OpcuXKdOvWLfr111+pYcOGRET06tUrGjp0KJ07d47Onj1LNjY2PDBjjDHGGGOsFLp37x516tSJVq9eTW3atCEiops3b9KgQYNIEAS6dOkSp9BljDHGWLHh/bmMsTJBTU2NNm/eTADozJkzFBQUJAZoiIhq1qxJK1asoJYtW1KbNm3oxo0bHKBhjDHGGGOsFEpNTaU///yTTE1NxWM2NjY0f/58+vDhA8XExCiwdYwxxhgrazhIwxgrEz5//kwpKSnUoEED6tixI128eJGWLl1K2dnZRJSfm1oaqLG0tKRJkyYpuMWMMcYYY4yxwiRNJFK/fn2qWbMmHT9+XLytXLlyZGNjQ+/fv6fk5GRFNZExxhhjZRDv32WMlVqyRUHV1dVJT0+PNm/eTHl5edS3b1/asWMHERENHjyYNDQ0xPsdPnyYKlSooLB2M8YYY4wxxv472fEAEZEgCEREpK2tTY0aNaJ9+/aRoaEhtW/fnoiIVFVVqVatWjwWYIwxxlix4po0jLFSb9WqVXTjxg0yNDQkDw8PatasGX348IGCg4Pp0aNH1LFjR+rXrx916dKFDA0NaePGjURUcFDHGGOMMcYYKxlk+/I7duyghIQEUlFRoU6dOlGjRo3oyZMn1KdPH8rLy6NGjRqRo6Mjbdmyhf7880+6desWpz5mjDHGWLHhIA1jrNSRHZBNmjSJIiIiqHnz5vTy5Uv69OkTzZ07lzp06EAfPnyg0NBQunTpEqWnp1P16tXpypUrpK6uruBnwBhjjDHGGCsM48aNox07dpC5uTlpaWnR+fPn6eDBg+Tm5kbPnj2jyMhIiomJITU1NapduzZt3bqV1NTUKC8vjwM1jDHGGCsWHKRhjJVaDx8+pDVr1lD37t2pSZMmdPPmTVq+fDmdPn2ali9fTj4+PpSVlUXXr1+n1NRU8vHxoXLlylFubi6pqnI2SMYYY4wxxkqyiIgImjVrFu3fv58cHBxo27Zt1LNnT1JXV6e9e/eSt7c3SSQSIiLKzMykihUrEhHxeIAxxhhjxYp7HYyxUmn//v00bNgwqlq1KoWGhhIRkZ2dHY0aNYoEQaBhw4YREZGPjw+1aNFCfFxeXh4PyBhjjDHGGCuBsrOzxVqTaWlp9PjxY5o+fTo5ODjQkSNHaNCgQbRw4UK6ffs2BQQEUHR0NLm7uxMRiQEaADweYIwxxlix4mILjLFSSUtLixwcHOj333+n58+fi8etrKxo5MiR5OHhQV26dKErV67IPY5TGjDGGGOMMVbyxMTE0LJly+i3334jIqLKlStTz549yc3NjRISEmjkyJE0e/ZsGjVqFPn7+9OnT5+oVatWBcYDgiAoovmMMcYYK8N4eQhjrMSTrUEj1a5dO9LR0aHMzEwaMGAArVmzhpycnIgoP1AzZMgQMjExoSZNmiiiyYwxxhhjjLFCsn79epo8eTJ17NhR3BlDRGRra0tERHv37iU9PT368ccfiYioSpUqNGDAAGrUqBE5OjoqoMWMMcYYY/+Ha9Iwxko02QDNzp076fXr1/T27Vvq27cvmZiY0G+//UZz5syh5ORkioiI+GJQhouCMsYYY4wxVjLt2LGD+vXrR+vXr6d27dpRpUqVCtxn3bp11L9/f4qLi6MaNWpQYGAg1ahRgyIjI4mIa9AwxhhjTLE4SMMYKxXGjh1LW7ZsoVatWtHDhw/pw4cPNHr0aAoKCqJz587RsmXL6Pnz57RkyRJycXFRdHMZY4wxxhhj/9Hbt2+pa9eu1KVLFxo6dKh4/MOHD/TgwQPKy8ujZs2aERGRt7c3HTt2jMzMzEhDQ4Nu3rxJampqBIBTnDHGGGNMoXipCGOsxNu5cydt376djh07RjY2NnT06FHy8fEhXV1dIiJyd3cnVVVVmjBhAq1bt46DNIwxxhhjjJUSKSkpVLt2bfHnVatW0ZkzZ2jv3r1Us2ZNqlevHp07d44OHjxIhw8fptzcXPL396dy5crxDhrGGGOMKQXujTDGSizpqreXL1+Si4sL2djY0Pbt22nQoEG0YsUK8vPzo4yMDEpLSyMXFxcKDw8nGxsbRTebMcYYY4wxVkjS09Pp6NGjVKlSJVq5ciUlJiaSi4sLnThxgtLS0mjMmDE0e/ZsmjBhAvn5+YmPy8vL4wANY4wxxpQC90gYYyXKnTt36OnTp6Srq0vOzs5ERPTixQsqX748xcbG0oABA2j+/Pk0ePBgIiLatm0bvX37lsLCwqhx48ZEJF/HhjHGGGOMMVYyVa9enTZs2ECdO3emM2fOUMWKFWnp0qVkY2ND1apVo3fv3pGOjg5lZ2cXeCzXpGSMMcaYsuAgDWOsxNi6dSstXLiQDAwMqGHDhmKQpnv37uTp6Unr1q2jzZs3048//khERFlZWXTw4EEyMzOTWyXHARrGGGOMMcZKh9atW9OjR4/ow4cPZGxsXOD2ihUryqVDY4wxxhhTNhykYYyVCJs2baJBgwbRunXrqF27dqSjoyPeZmlpSaGhoRQREUGvXr2it2/f0tOnT2nq1Kn08uVLOnToEBERFwVljDHGGGOsFKpevTpVr15d7tjbt28pMDCQPn/+TP369VNQyxhjjDHG/jcBABTdCMYY+yf379+nbt260YgRI6h///7icdmgy5MnT2jbtm20cOFCUldXp5o1a5K+vj4dPXqU1NTUKC8vj1MaMMYYY4wxVsr9+eefFBUVRRcvXqSUlBS6dOkSjwcYY4wxptR4Jw1jTOn98ccf9PHjR2rRooVcYEb6LwAyMTGhSZMmUd++fSkxMZH09fXJ3NycVFRUKDc3l4uCMsYYY4wxVga8ePGCLl26RGZmZnTgwAFSVVXl8QBjjDHGlBr3UhhjSi82NpYyMjKofv36RFQwbZkgCPTw4UN68+YNubu7U61atcTbJBIJD8gYY4wxxhgrI2xtbWnz5s1UuXJlEgSB8vLyeDzAGGOMMaXG1bMZY0rPzMyMMjMzKSYmhojoi3VlNm3aRNu2bStwXEWFT3OMMcYYY4yVJTo6OiQIAgHgFGeMMcYYU3o8e8kYU3r29vakrq5OkZGR9OzZM/G4tKRWeno6PXr0iKytrRXVRMYYY4wxxpiS+dLiLsYYY4wxZcNBGsaY0jMxMaGIiAg6cuQIjR8/nm7dukVE+YOuly9fUvfu3en169c0ePBgBbeUMcYYY4wxxhhjjDHGvp0A6VJ0xhhTYnl5ebR+/XoaMmQI6evrk5WVFUkkEkpLSyOJREKXLl0iNTU1ysvL45QGjDHGGGOMMcYYY4yxEoGDNIyxEuX27du0bt06SkhIoLp161Ljxo1p0KBBVK5cOcrNzeWioIwxxhhjjDHGGGOMsRKDgzSMsVKBd9AwxhhjjDHGGGOMMcZKGg7SMMZKHABcBJQxxhhjjDHGGGOMMVbiqSi6AYwx9m9xgIYxxhhjjDHGGGOMMVYacJCGMcYYY4wxxhhjjDHGGGNMAThIwxhjjDHGGGOMMcYYY4wxpgAcpGGMMcYYY4wxxhhjjDHGGFMADtIwxhhjjDHGGGOMMcYYY4wpAAdpGGOMMcYYY4wxxhhjjDHGFICDNIwxxhhjjDHGGGOMMcYYYwrAQRrGGGOMMcYYY4wxxhhjjDEF4CANY4wxxhhjjH2jDRs2kI6OjqKbwRhjjDHGGCslOEjDGGOMMcYYKxX69OlDgiCQIAikpqZGxsbGNHbsWPr06VOh/Y1u3bpRYmJiof0+xhhjjDHGWNmmqugGMMYYY4wxxlhhadeuHa1fv55ycnIoNjaWevfuTYIg0Lx58wrl92tpaZGWllah/C7GGGOMMcYY4500jDHGGGOMsVJDQ0ODatSoQXXr1iVfX19q06YNnTx5koiIJBIJzZkzh4yNjUlLS4tsbGxoz549co8/dOgQ1atXjzQ1Nally5a0ceNGEgSB3r9/T0RfTne2atUqMjU1JXV1dTI3N6fNmzfL3S4IAkVFRZGfnx9pa2tTvXr16NChQ0X2GjDGGGOMMcZKDg7SMMYYY4wxxkqle/fu0eXLl0ldXZ2IiObMmUObNm2iiIgIun//Po0cOZJ69uxJ58+fJyKipKQk6tKlC/n6+tKdO3do4MCBNHHixH/8G/v376eQkBAKDQ2le/fu0cCBAykwMJDOnj0rd79p06ZR165d6e7du9S+fXv68ccfKTU1tWieOGOMMcYYY6zEEABA0Y1gjDHGGGOMsf+qT58+tGXLFtLU1KTc3FzKzs4mFRUV2rVrF3Xo0IGqVq1Kp06dombNmomP6d+/P338+JG2bdtGYWFhdPToUYqLixNvnzRpEs2aNYvevXtHOjo6tGHDBhoxYoS4s8bZ2ZkaNmxIkZGR4mO6du1KmZmZdPToUSLK30kzadIkmjFjBhERZWZmUoUKFejYsWPUrl27YnhlGGOMMcYYY8qKa9IwxhhjjDHGSo2WLVvSqlWrKDMzk5YsWUKqqqrUuXNnun//Pn38+JE8PDzk7v/582dq3LgxERElJCSQo6Oj3O1NmjT5x7/38OFDGjBggNwxZ2dnCg8PlzvWqFEj8f/ly5enSpUqUUpKyr9+fowxxhhjjLHShYM0jDHGGGOMsVKjfPnyZGZmRkRE69atIxsbG1q7di1ZWVkREdHRo0epdu3aco/R0NAo8napqanJ/SwIAkkkkiL/u4wxxhhjjDHlxkEaxhhjjDHGWKmkoqJCEyZMoFGjRlFiYiJpaGjQs2fPyM3N7Yv3Nzc3p+joaLlj169f/8e/0aBBA7p06RL17t1bPHbp0iWytLT870+AMcYYY4wxVupxkIYxxhhjjDFWagUEBNCYMWNo9erVNHr0aBo5ciRJJBJycXGhtLQ0unTpElWqVIl69+5NAwcOpMWLF9O4ceOoX79+dPv2bdqwYQMR5e98+ZIxY8ZQ165dqXHjxtSmTRs6fPgw7du3j06dOlWMz5IxxhhjjDFWUnGQhjHGGGOMMVZqqaqqUnBwMM2fP5+SkpKoevXqNGfOHHry5Anp6OiQnZ0dTZgwgYiIjI2Nac+ePRQaGkrh4eHUrFkzmjhxIg0ePPirKdF8fX0pPDycFi5cSCEhIWRsbEzr168nd3f3YnyWjDHGGGOMsZJKAABFN4IxxhhjjDHGlNGsWbMoIiKCnj9/ruimMMYYY4wxxkoh3knDGGOMMcYYY//fypUrydHRkapVq0aXLl2iBQsWUHBwsKKbxRhjjDHGGCulOEjDGGOMMcYYY//fo0ePaObMmZSamkoGBgYUGhpK48ePV3SzGGOMMcYYY6UUpztjjDHGGGOMMcYYY4wxxhhTABVFN4AxxhhjjDHGGGOMMcYYY6ws4iANY4wxxhhjjDHGGGOMMcaYAnCQhjHGGGOMMcYYY4wxxhhjTAE4SMMYY4wxxhhjjDHGGGOMMaYAHKRhjDHGGGOMMcYYY4wxxhhTAA7SMMYYY4wxxhhjjDHGGGOMKQAHaRhjjDHGGGOMMcYYY4wxxhSAgzSMMcYYY4wxxhhjjDHGGGMK8P8AuF4GzItLJZMAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Regional Comparison\n",
        "region_mortality = sorted_merged_gdf.groupby('Country Name_right')['Mortality Rate'].mean()\n",
        "region_mortality.plot(kind='bar', figsize=(20, 10))\n",
        "plt.title('Average Mortality Rate by Country')\n",
        "plt.xlabel('Region')\n",
        "plt.ylabel('Average Mortality Rate')\n",
        "plt.xticks(rotation=45)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sigAon9nozfi"
      },
      "source": [
        "Averagely, Sierra leone has the highest mortality rate followed by Burkina Faso and Cameroon"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "Qw5aMVK3tPlW",
        "outputId": "6f0463a6-d2ec-4542-da07-65718d785a72"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Calculate mortality rates for rural and urban populations\n",
        "sorted_merged_gdf['Mortality Rate Urban'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Urban Population'] * 1000\n",
        "sorted_merged_gdf['Mortality Rate Rural'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Rural Population'] * 1000\n",
        "\n",
        "# Create a box plot to compare mortality rates\n",
        "plt.figure(figsize=(10, 6))\n",
        "box_plot = plt.boxplot([sorted_merged_gdf['Mortality Rate Urban'], sorted_merged_gdf['Mortality Rate Rural']],\n",
        "                       vert=False, labels=['Urban', 'Rural'], patch_artist=True)\n",
        "\n",
        "# Add a title and axis labels\n",
        "plt.title('Comparison of Mortality Rates in Urban and Rural Areas')\n",
        "plt.xlabel('Subpopulation')\n",
        "plt.ylabel('Mortality Rate (per 1000)')\n",
        "\n",
        "# Show the plot\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zTj2ciue2HDp"
      },
      "source": [
        "There are more mortality rates in the urban areas than in the rural population"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "jm77D4_ESGrz",
        "outputId": "2a6bc997-7e84-4740-ec0d-ba31b85a980d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Calculate Mortality Rates for Urban and Rural Populations\n",
        "sorted_merged_gdf['Mortality Rate Urban'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Urban Population'] * 1000\n",
        "sorted_merged_gdf['Mortality Rate Rural'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Rural Population'] * 1000\n",
        "\n",
        "# Define percentiles for classification\n",
        "percentiles = [0.33, 0.66]\n",
        "\n",
        "# Initialize dictionaries to store country classifications\n",
        "classifications_urban = {}\n",
        "classifications_rural = {}\n",
        "\n",
        "# Classify countries based on urban and rural mortality rates\n",
        "for year in sorted_merged_gdf['Year'].dt.year.unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values_urban = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Urban'].quantile(percentiles)\n",
        "    percentiles_values_rural = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Rural'].quantile(percentiles)\n",
        "\n",
        "    year_classifications_urban = {}\n",
        "    year_classifications_rural = {}\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year].iterrows():\n",
        "        # Classify countries based on urban mortality rates\n",
        "        if row['Mortality Rate Urban'] < percentiles_values_urban.iloc[0]:\n",
        "            category_urban = 'Low'\n",
        "        elif row['Mortality Rate Urban'] > percentiles_values_urban.iloc[1]:\n",
        "            category_urban = 'High'\n",
        "        else:\n",
        "            category_urban = 'Medium'\n",
        "\n",
        "        # Classify countries based on rural mortality rates\n",
        "        if row['Mortality Rate Rural'] < percentiles_values_rural.iloc[0]:\n",
        "            category_rural = 'Low'\n",
        "        elif row['Mortality Rate Rural'] > percentiles_values_rural.iloc[1]:\n",
        "            category_rural = 'High'\n",
        "        else:\n",
        "            category_rural = 'Medium'\n",
        "\n",
        "        year_classifications_urban[row['Country Name_right']] = category_urban\n",
        "        year_classifications_rural[row['Country Name_right']] = category_rural\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications_urban[year_str] = year_classifications_urban\n",
        "    classifications_rural[year_str] = year_classifications_rural\n",
        "\n",
        "# Create dictionaries to store countries in different categories across years for Urban and Rural Mortality Rates\n",
        "high_countries_urban = {}\n",
        "high_countries_rural = {}\n",
        "\n",
        "for year, year_classifications in classifications_urban.items():\n",
        "    high_countries_urban[year] = [country for country, category in year_classifications.items() if category == 'High']\n",
        "\n",
        "for year, year_classifications in classifications_rural.items():\n",
        "    high_countries_rural[year] = [country for country, category in year_classifications.items() if category == 'High']\n",
        "\n",
        "# Visualize the data using line plots with markers\n",
        "years = sorted_merged_gdf['Year'].dt.year.unique()\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "for year in years:\n",
        "    high_mortality_urban = high_countries_urban[str(year)]\n",
        "    high_mortality_rural = high_countries_rural[str(year)]\n",
        "\n",
        "    high_mortality_data_urban = sorted_merged_gdf[sorted_merged_gdf['Country Name_right'].isin(high_mortality_urban)]\n",
        "    high_mortality_data_rural = sorted_merged_gdf[sorted_merged_gdf['Country Name_right'].isin(high_mortality_rural)]\n",
        "\n",
        "    plt.plot([year, year], [high_mortality_data_urban['Mortality Rate Urban'].mean(), high_mortality_data_rural['Mortality Rate Rural'].mean()], marker='o', label=str(year))\n",
        "\n",
        "plt.title('Comparison of Urban and Rural Mortality Rates for High Mortality Countries')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Average Mortality Rate (per 1000)')\n",
        "plt.legend()\n",
        "plt.xticks(years)\n",
        "plt.grid()\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 656
        },
        "id": "3ueS3ichSlN8",
        "outputId": "5e397e67-ccf2-489a-a49d-2963554e3521"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Calculate Mortality Rates for Urban and Rural Populations\n",
        "sorted_merged_gdf['Mortality Rate Urban'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Urban Population'] * 1000\n",
        "sorted_merged_gdf['Mortality Rate Rural'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Rural Population'] * 1000\n",
        "\n",
        "# Define percentiles for classification\n",
        "percentiles = [0.33, 0.66]\n",
        "\n",
        "# Initialize dictionaries to store country classifications\n",
        "classifications_urban = {}\n",
        "classifications_rural = {}\n",
        "\n",
        "# Classify countries based on urban and rural mortality rates\n",
        "for year in sorted_merged_gdf['Year'].dt.year.unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values_urban = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Urban'].quantile(percentiles)\n",
        "    percentiles_values_rural = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Rural'].quantile(percentiles)\n",
        "\n",
        "    year_classifications_urban = {}\n",
        "    year_classifications_rural = {}\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year].iterrows():\n",
        "        # Classify countries based on urban mortality rates\n",
        "        if row['Mortality Rate Urban'] < percentiles_values_urban.iloc[0]:\n",
        "            category_urban = 'Low'\n",
        "        elif row['Mortality Rate Urban'] > percentiles_values_urban.iloc[1]:\n",
        "            category_urban = 'High'\n",
        "        else:\n",
        "            category_urban = 'Medium'\n",
        "\n",
        "        # Classify countries based on rural mortality rates\n",
        "        if row['Mortality Rate Rural'] < percentiles_values_rural.iloc[0]:\n",
        "            category_rural = 'Low'\n",
        "        elif row['Mortality Rate Rural'] > percentiles_values_rural.iloc[1]:\n",
        "            category_rural = 'High'\n",
        "        else:\n",
        "            category_rural = 'Medium'\n",
        "\n",
        "        year_classifications_urban[row['Country Name_right']] = category_urban\n",
        "        year_classifications_rural[row['Country Name_right']] = category_rural\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications_urban[year_str] = year_classifications_urban\n",
        "    classifications_rural[year_str] = year_classifications_rural\n",
        "\n",
        "# Get the list of high mortality countries for both urban and rural populations\n",
        "high_mortality_countries_urban = high_countries_urban[str(year)]\n",
        "high_mortality_countries_rural = high_countries_rural[str(year)]\n",
        "\n",
        "# Visualize the data using line plots for each country\n",
        "years = sorted_merged_gdf['Year'].dt.year.unique()\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "for country in high_mortality_countries_urban:\n",
        "    urban_mortality_data = sorted_merged_gdf[(sorted_merged_gdf['Country Name_right'] == country) & (sorted_merged_gdf['Year'].dt.year.isin(years))]\n",
        "    rural_mortality_data = sorted_merged_gdf[(sorted_merged_gdf['Country Name_right'] == country) & (sorted_merged_gdf['Year'].dt.year.isin(years))]\n",
        "\n",
        "    plt.plot(years, urban_mortality_data['Mortality Rate Urban'], marker='o', label=f'{country} (Urban)')\n",
        "    plt.plot(years, rural_mortality_data['Mortality Rate Rural'], marker='o', label=f'{country} (Rural)')\n",
        "\n",
        "plt.title('Mortality Rates for High Mortality Countries in Urban and Rural Populations')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Mortality Rate (per 1000)')\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        },
        "id": "ud_3053gSqhS",
        "outputId": "bc3ee0d8-3098-46db-b97b-8f7bdc0e0d62"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Adding the high mortality countries for interpretability\n",
        "# Calculate Mortality Rates for Urban and Rural Populations\n",
        "sorted_merged_gdf['Mortality Rate Urban'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Urban Population'] * 1000\n",
        "sorted_merged_gdf['Mortality Rate Rural'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Rural Population'] * 1000\n",
        "\n",
        "# Define percentiles for classification\n",
        "percentiles = [0.33, 0.66]\n",
        "\n",
        "# Initialize dictionaries to store country classifications\n",
        "classifications_urban = {}\n",
        "classifications_rural = {}\n",
        "\n",
        "# Classify countries based on urban and rural mortality rates\n",
        "for year in sorted_merged_gdf['Year'].dt.year.unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values_urban = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Urban'].quantile(percentiles)\n",
        "    percentiles_values_rural = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Rural'].quantile(percentiles)\n",
        "\n",
        "    year_classifications_urban = {}\n",
        "    year_classifications_rural = {}\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year].iterrows():\n",
        "        # Classify countries based on urban mortality rates\n",
        "        if row['Mortality Rate Urban'] < percentiles_values_urban.iloc[0]:\n",
        "            category_urban = 'Low'\n",
        "        elif row['Mortality Rate Urban'] > percentiles_values_urban.iloc[1]:\n",
        "            category_urban = 'High'\n",
        "        else:\n",
        "            category_urban = 'Medium'\n",
        "\n",
        "        # Classify countries based on rural mortality rates\n",
        "        if row['Mortality Rate Rural'] < percentiles_values_rural.iloc[0]:\n",
        "            category_rural = 'Low'\n",
        "        elif row['Mortality Rate Rural'] > percentiles_values_rural.iloc[1]:\n",
        "            category_rural = 'High'\n",
        "        else:\n",
        "            category_rural = 'Medium'\n",
        "\n",
        "        year_classifications_urban[row['Country Name_right']] = category_urban\n",
        "        year_classifications_rural[row['Country Name_right']] = category_rural\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications_urban[year_str] = year_classifications_urban\n",
        "    classifications_rural[year_str] = year_classifications_rural\n",
        "\n",
        "# Get the list of high mortality countries for both urban and rural populations\n",
        "high_mortality_countries_urban = high_countries_urban[str(year)]\n",
        "high_mortality_countries_rural = high_countries_rural[str(year)]\n",
        "\n",
        "# Visualize the data using line plots for each country\n",
        "years = sorted_merged_gdf['Year'].dt.year.unique()\n",
        "\n",
        "plt.figure(figsize=(20, 10))\n",
        "\n",
        "for country in high_mortality_countries_urban:\n",
        "    urban_mortality_data = sorted_merged_gdf[(sorted_merged_gdf['Country Name_right'] == country) & (sorted_merged_gdf['Year'].dt.year.isin(years))]\n",
        "    rural_mortality_data = sorted_merged_gdf[(sorted_merged_gdf['Country Name_right'] == country) & (sorted_merged_gdf['Year'].dt.year.isin(years))]\n",
        "\n",
        "    plt.plot(years, urban_mortality_data['Mortality Rate Urban'], marker='o', label=None)\n",
        "    plt.plot(years, rural_mortality_data['Mortality Rate Rural'], marker='o', label=None)\n",
        "\n",
        "    max_mortality = max(max(urban_mortality_data['Mortality Rate Urban']), max(rural_mortality_data['Mortality Rate Rural']))\n",
        "    max_year = years[np.argmax(np.maximum(urban_mortality_data['Mortality Rate Urban'], rural_mortality_data['Mortality Rate Rural']))]\n",
        "\n",
        "    plt.text(max_year, max_mortality, f'{country}', ha='right', va='center')\n",
        "\n",
        "plt.title('Mortality Rates for High Mortality Countries in Urban and Rural Populations')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Mortality Rate (per 1000)')\n",
        "plt.legend(['Urban', 'Rural'])\n",
        "plt.grid()\n",
        "plt.tight_layout()\n",
        "\n",
        "# Place legends outside of the plot\n",
        "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
        "plt.subplots_adjust(right=0.85)\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_W7Ty2C6-cjx",
        "outputId": "db42107a-ef15-4787-d6dc-51935d6f53f6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1200 with 15 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#More intepretability\n",
        "# Calculate Mortality Rates for Urban and Rural Populations\n",
        "sorted_merged_gdf['Mortality Rate Urban'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Urban Population'] * 1000\n",
        "sorted_merged_gdf['Mortality Rate Rural'] = sorted_merged_gdf['Malaria death'] / sorted_merged_gdf['Rural Population'] * 1000\n",
        "\n",
        "# Define percentiles for classification\n",
        "percentiles = [0.33, 0.66]\n",
        "\n",
        "# Initialize dictionaries to store country classifications\n",
        "classifications_urban = {}\n",
        "classifications_rural = {}\n",
        "\n",
        "# Classify countries based on urban and rural mortality rates\n",
        "for year in sorted_merged_gdf['Year'].dt.year.unique():\n",
        "    # Calculate percentiles for the current year\n",
        "    percentiles_values_urban = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Urban'].quantile(percentiles)\n",
        "    percentiles_values_rural = sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year]['Mortality Rate Rural'].quantile(percentiles)\n",
        "\n",
        "    year_classifications_urban = {}\n",
        "    year_classifications_rural = {}\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'].dt.year == year].iterrows():\n",
        "        # Classify countries based on urban mortality rates\n",
        "        if row['Mortality Rate Urban'] < percentiles_values_urban.iloc[0]:\n",
        "            category_urban = 'Low'\n",
        "        elif row['Mortality Rate Urban'] > percentiles_values_urban.iloc[1]:\n",
        "            category_urban = 'High'\n",
        "        else:\n",
        "            category_urban = 'Medium'\n",
        "\n",
        "        # Classify countries based on rural mortality rates\n",
        "        if row['Mortality Rate Rural'] < percentiles_values_rural.iloc[0]:\n",
        "            category_rural = 'Low'\n",
        "        elif row['Mortality Rate Rural'] > percentiles_values_rural.iloc[1]:\n",
        "            category_rural = 'High'\n",
        "        else:\n",
        "            category_rural = 'Medium'\n",
        "\n",
        "        year_classifications_urban[row['Country Name_right']] = category_urban\n",
        "        year_classifications_rural[row['Country Name_right']] = category_rural\n",
        "\n",
        "    # Convert the year to a string before using it as a key\n",
        "    year_str = str(year)\n",
        "    classifications_urban[year_str] = year_classifications_urban\n",
        "    classifications_rural[year_str] = year_classifications_rural\n",
        "\n",
        "# Get the list of high mortality countries for both urban and rural populations\n",
        "high_mortality_countries_urban = high_countries_urban[str(year)]\n",
        "high_mortality_countries_rural = high_countries_rural[str(year)]\n",
        "\n",
        "# Visualize the data using multiple line grids for each country\n",
        "years = sorted_merged_gdf['Year'].dt.year.unique()\n",
        "\n",
        "num_countries = len(high_mortality_countries_urban)\n",
        "num_columns = 3\n",
        "num_rows = (num_countries + num_columns - 1) // num_columns\n",
        "\n",
        "fig, axes = plt.subplots(num_rows, num_columns, figsize=(15, 12), sharex=True, sharey=True)\n",
        "\n",
        "for i, country in enumerate(high_mortality_countries_urban):\n",
        "    row = i // num_columns\n",
        "    col = i % num_columns\n",
        "\n",
        "    urban_mortality_data = sorted_merged_gdf[(sorted_merged_gdf['Country Name_right'] == country) & (sorted_merged_gdf['Year'].dt.year.isin(years))]\n",
        "    rural_mortality_data = sorted_merged_gdf[(sorted_merged_gdf['Country Name_right'] == country) & (sorted_merged_gdf['Year'].dt.year.isin(years))]\n",
        "\n",
        "    ax = axes[row, col]\n",
        "    ax.plot(years, urban_mortality_data['Mortality Rate Urban'], marker='o', label='Urban')\n",
        "    ax.plot(years, rural_mortality_data['Mortality Rate Rural'], marker='o', label='Rural')\n",
        "\n",
        "    max_mortality = max(max(urban_mortality_data['Mortality Rate Urban']), max(rural_mortality_data['Mortality Rate Rural']))\n",
        "    max_year = years[np.argmax(np.maximum(urban_mortality_data['Mortality Rate Urban'], rural_mortality_data['Mortality Rate Rural']))]\n",
        "\n",
        "    ax.text(max_year, max_mortality, f'{country}', ha='right', va='center')\n",
        "\n",
        "    ax.set_title(country)\n",
        "    ax.grid()\n",
        "    ax.set_xlabel('Year')\n",
        "    ax.set_ylabel('Mortality Rate (per 1000)')\n",
        "\n",
        "# Adjust layout\n",
        "plt.tight_layout()\n",
        "\n",
        "# Place legends outside of the plot\n",
        "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
        "plt.subplots_adjust(right=0.85)\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R5tG1ngNTRLq"
      },
      "source": [
        "From here, we can observe the trend of the mortality rates for each countries in both the urban and rural areas decrease over the years which could be as a result of preventive measures used. This will be investigated further"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M5T28qlTr5Ic"
      },
      "source": [
        "# **Engineering New Features  **-\n",
        "\n",
        "```\n",
        "\n",
        "# Case Fatality Rate (%),\n",
        "Also called Case fatality risk, is the proportion of people who die from a specified disease among all individuals diagnosed with the disease over a certain period of time. It is used as a measure of disease severity and is often used for prognosis (predicting disease course or outcome), where comparatively high rates are indicative of relatively poor outcomes. It is also used to evaluate the effect of new treatments, with measures decreasing as treatments improve. This is also a population dependent metrics used as it varies between populations and over time.\n",
        "\n",
        "It is given by (Malaria Deaths / Malaria confirmed cases) * 100 This indicates the proportion of reported cases that result in death.\n",
        "\n",
        "This new feature will be important to understand changes in the severity of malaria incidence cases and the effectiveness of preventive measures."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PeiX-FbuhcU2",
        "outputId": "c206a602-f06b-4c20-f4a3-bf407a11184d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name_left', 'geometry', 'index_right', 'Country Name_right',\n",
              "       'Year', 'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'Total Malaria Cases', 'Mortality Rate',\n",
              "       'Prevalence Rate', 'Incidence Rate Urban', 'Incidence Rate Rural',\n",
              "       'Standardized Incidence Rate', 'Mortality Rate Urban',\n",
              "       'Mortality Rate Rural'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ],
      "source": [
        "sorted_merged_gdf.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {
        "id": "Gpu3CWcbx2ft"
      },
      "outputs": [],
      "source": [
        "df_cases = pd.read_csv('/content/drive/My Drive/Gitlab/cleaned_data (4) (1).csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 774
        },
        "id": "uky1HuRV3ZpK",
        "outputId": "df7b8e68-7dfc-4193-e991-bbebc94b541d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     Country Name        Year  \\\n",
              "0         Algeria  2010-01-01   \n",
              "1          Angola  2010-01-01   \n",
              "2           Benin  2010-01-01   \n",
              "3        Botswana  2010-01-01   \n",
              "4    Burkina Faso  2010-01-01   \n",
              "..            ...         ...   \n",
              "283         Sudan  2017-01-01   \n",
              "284          Togo  2017-01-01   \n",
              "285        Uganda  2017-01-01   \n",
              "286        Zambia  2017-01-01   \n",
              "287      Zimbabwe  2017-01-01   \n",
              "\n",
              "     Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                                 0.00     \n",
              "1                                               185.52     \n",
              "2                                               387.76     \n",
              "3                                                 1.69     \n",
              "4                                               551.24     \n",
              "..                                                 ...     \n",
              "283                                              46.75     \n",
              "284                                             278.20     \n",
              "285                                             336.76     \n",
              "286                                             160.05     \n",
              "287                                             108.55     \n",
              "\n",
              "     Malaria cases reported  Malaria death Malaria Confirmed Cases  \\\n",
              "0                       1.0              1                     408   \n",
              "1                 1682870.0          12398               1 682 870   \n",
              "2                       0.0           8632               1 682 870   \n",
              "3                    1046.0              5                   1 046   \n",
              "4                  804539.0          35034                 804 539   \n",
              "..                      ...            ...                     ...   \n",
              "283                720879.0           5230                 800 116   \n",
              "284               1755577.0           3695               1 756 582   \n",
              "285              11667831.0          21315              11 667 831   \n",
              "286               5505639.0           7825               5 505 639   \n",
              "287                467508.0           3410                 468 276   \n",
              "\n",
              "     Use of insecticide-treated bed nets (% of under-5 population)  \\\n",
              "0                                              32.8750               \n",
              "1                                               3.2500               \n",
              "2                                              29.1000               \n",
              "3                                              43.8125               \n",
              "4                                              47.4000               \n",
              "..                                                 ...               \n",
              "283                                            59.5000               \n",
              "284                                            69.7000               \n",
              "285                                            69.7000               \n",
              "286                                            69.7000               \n",
              "287                                            69.7000               \n",
              "\n",
              "     Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                                  NaN                                         \n",
              "1                                                  NaN                                         \n",
              "2                                                  NaN                                         \n",
              "3                                                  NaN                                         \n",
              "4                                                 35.1                                         \n",
              "..                                                 ...                                         \n",
              "283                                                4.7                                         \n",
              "284                                               31.1                                         \n",
              "285                                               31.1                                         \n",
              "286                                               31.1                                         \n",
              "287                                               31.1                                         \n",
              "\n",
              "     Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)  \\\n",
              "0                                                  6.5                                       \n",
              "1                                                 46.5                                       \n",
              "2                                                 46.6                                       \n",
              "3                                                  0.0                                       \n",
              "4                                                  5.2                                       \n",
              "..                                                 ...                                       \n",
              "283                                               26.8                                       \n",
              "284                                               41.7                                       \n",
              "285                                               41.7                                       \n",
              "286                                               41.7                                       \n",
              "287                                               41.7                                       \n",
              "\n",
              "     Total Population  ...  \\\n",
              "0          35856344.0  ...   \n",
              "1          23364185.0  ...   \n",
              "2           9445710.0  ...   \n",
              "3           2091664.0  ...   \n",
              "4          16116845.0  ...   \n",
              "..                ...  ...   \n",
              "283        40679828.0  ...   \n",
              "284         7852795.0  ...   \n",
              "285        40127085.0  ...   \n",
              "286        17298054.0  ...   \n",
              "287        14751101.0  ...   \n",
              "\n",
              "     People using at least basic drinking water services, urban (% of urban population)  \\\n",
              "0                                                95.03                                    \n",
              "1                                                67.53                                    \n",
              "2                                                76.08                                    \n",
              "3                                                95.18                                    \n",
              "4                                                77.25                                    \n",
              "..                                                 ...                                    \n",
              "283                                              73.76                                    \n",
              "284                                              89.06                                    \n",
              "285                                              75.11                                    \n",
              "286                                              83.86                                    \n",
              "287                                              94.00                                    \n",
              "\n",
              "     People using at least basic sanitation services (% of population)  \\\n",
              "0                                                86.56                   \n",
              "1                                                41.06                   \n",
              "2                                                13.39                   \n",
              "3                                                66.84                   \n",
              "4                                                16.98                   \n",
              "..                                                 ...                   \n",
              "283                                              36.58                   \n",
              "284                                              16.13                   \n",
              "285                                              18.47                   \n",
              "286                                              26.37                   \n",
              "287                                              36.22                   \n",
              "\n",
              "     People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                                78.91                                \n",
              "1                                                16.77                                \n",
              "2                                                 5.45                                \n",
              "3                                                43.22                                \n",
              "4                                                 8.00                                \n",
              "..                                                 ...                                \n",
              "283                                              24.23                                \n",
              "284                                               7.40                                \n",
              "285                                              16.17                                \n",
              "286                                              18.93                                \n",
              "287                                              31.47                                \n",
              "\n",
              "     People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                                90.24                                 \n",
              "1                                                57.40                                 \n",
              "2                                                23.87                                 \n",
              "3                                                81.06                                 \n",
              "4                                                44.45                                 \n",
              "..                                                 ...                                 \n",
              "283                                              60.14                                 \n",
              "284                                              28.61                                 \n",
              "285                                              26.11                                 \n",
              "286                                              36.24                                 \n",
              "287                                              46.22                                 \n",
              "\n",
              "      latitude  longitude                            geometry  \\\n",
              "0    28.033886   1.659626          POINT (28.033886 1.659626)   \n",
              "1   -11.202692  17.873887        POINT (-11.202692 17.873887)   \n",
              "2     9.307690   2.315834  POINT (9.307689999999999 2.315834)   \n",
              "3   -22.328474  24.684866        POINT (-22.328474 24.684866)   \n",
              "4    12.238333  -1.561593         POINT (12.238333 -1.561593)   \n",
              "..         ...        ...                                 ...   \n",
              "283  12.862807  30.217636         POINT (12.862807 30.217636)   \n",
              "284   8.619543   0.824782           POINT (8.619543 0.824782)   \n",
              "285   1.373333  32.290275          POINT (1.373333 32.290275)   \n",
              "286 -13.133897  27.849332        POINT (-13.133897 27.849332)   \n",
              "287 -19.015438  29.154857        POINT (-19.015438 29.154857)   \n",
              "\n",
              "     Total Malaria Cases  Mortality Rate  Prevalence Rate  \n",
              "0           0.000000e+00    2.788907e-08     2.788907e-08  \n",
              "1           4.334524e+06    5.306412e-04     7.202776e-02  \n",
              "2           3.662669e+06    9.138540e-04     0.000000e+00  \n",
              "3           3.534912e+03    2.390441e-06     5.000803e-04  \n",
              "4           8.884250e+06    2.173751e-03     4.991914e-02  \n",
              "..                   ...             ...              ...  \n",
              "283         1.901782e+06    1.285649e-04     1.772080e-02  \n",
              "284         2.184648e+06    4.705331e-04     2.235608e-01  \n",
              "285         1.351320e+07    5.311874e-04     2.907720e-01  \n",
              "286         2.768554e+06    4.523630e-04     3.182808e-01  \n",
              "287         1.601232e+06    2.311692e-04     3.169309e-02  \n",
              "\n",
              "[288 rows x 28 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5bf715ca-616e-45ae-bc27-223259bf49cc\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Country Name</th>\n",
              "      <th>Year</th>\n",
              "      <th>Incidence of malaria (per 1,000 population at risk)</th>\n",
              "      <th>Malaria cases reported</th>\n",
              "      <th>Malaria death</th>\n",
              "      <th>Malaria Confirmed Cases</th>\n",
              "      <th>Use of insecticide-treated bed nets (% of under-5 population)</th>\n",
              "      <th>Children with fever receiving antimalarial drugs (% of children under age 5 with fever)</th>\n",
              "      <th>Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)</th>\n",
              "      <th>Total Population</th>\n",
              "      <th>...</th>\n",
              "      <th>People using at least basic drinking water services, urban (% of urban population)</th>\n",
              "      <th>People using at least basic sanitation services (% of population)</th>\n",
              "      <th>People using at least basic sanitation services, rural (% of rural population)</th>\n",
              "      <th>People using at least basic sanitation services, urban  (% of urban population)</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>geometry</th>\n",
              "      <th>Total Malaria Cases</th>\n",
              "      <th>Mortality Rate</th>\n",
              "      <th>Prevalence Rate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>408</td>\n",
              "      <td>32.8750</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.5</td>\n",
              "      <td>35856344.0</td>\n",
              "      <td>...</td>\n",
              "      <td>95.03</td>\n",
              "      <td>86.56</td>\n",
              "      <td>78.91</td>\n",
              "      <td>90.24</td>\n",
              "      <td>28.033886</td>\n",
              "      <td>1.659626</td>\n",
              "      <td>POINT (28.033886 1.659626)</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.788907e-08</td>\n",
              "      <td>2.788907e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Angola</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>185.52</td>\n",
              "      <td>1682870.0</td>\n",
              "      <td>12398</td>\n",
              "      <td>1 682 870</td>\n",
              "      <td>3.2500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46.5</td>\n",
              "      <td>23364185.0</td>\n",
              "      <td>...</td>\n",
              "      <td>67.53</td>\n",
              "      <td>41.06</td>\n",
              "      <td>16.77</td>\n",
              "      <td>57.40</td>\n",
              "      <td>-11.202692</td>\n",
              "      <td>17.873887</td>\n",
              "      <td>POINT (-11.202692 17.873887)</td>\n",
              "      <td>4.334524e+06</td>\n",
              "      <td>5.306412e-04</td>\n",
              "      <td>7.202776e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Benin</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>387.76</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8632</td>\n",
              "      <td>1 682 870</td>\n",
              "      <td>29.1000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46.6</td>\n",
              "      <td>9445710.0</td>\n",
              "      <td>...</td>\n",
              "      <td>76.08</td>\n",
              "      <td>13.39</td>\n",
              "      <td>5.45</td>\n",
              "      <td>23.87</td>\n",
              "      <td>9.307690</td>\n",
              "      <td>2.315834</td>\n",
              "      <td>POINT (9.307689999999999 2.315834)</td>\n",
              "      <td>3.662669e+06</td>\n",
              "      <td>9.138540e-04</td>\n",
              "      <td>0.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>1.69</td>\n",
              "      <td>1046.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1 046</td>\n",
              "      <td>43.8125</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2091664.0</td>\n",
              "      <td>...</td>\n",
              "      <td>95.18</td>\n",
              "      <td>66.84</td>\n",
              "      <td>43.22</td>\n",
              "      <td>81.06</td>\n",
              "      <td>-22.328474</td>\n",
              "      <td>24.684866</td>\n",
              "      <td>POINT (-22.328474 24.684866)</td>\n",
              "      <td>3.534912e+03</td>\n",
              "      <td>2.390441e-06</td>\n",
              "      <td>5.000803e-04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>551.24</td>\n",
              "      <td>804539.0</td>\n",
              "      <td>35034</td>\n",
              "      <td>804 539</td>\n",
              "      <td>47.4000</td>\n",
              "      <td>35.1</td>\n",
              "      <td>5.2</td>\n",
              "      <td>16116845.0</td>\n",
              "      <td>...</td>\n",
              "      <td>77.25</td>\n",
              "      <td>16.98</td>\n",
              "      <td>8.00</td>\n",
              "      <td>44.45</td>\n",
              "      <td>12.238333</td>\n",
              "      <td>-1.561593</td>\n",
              "      <td>POINT (12.238333 -1.561593)</td>\n",
              "      <td>8.884250e+06</td>\n",
              "      <td>2.173751e-03</td>\n",
              "      <td>4.991914e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>283</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>46.75</td>\n",
              "      <td>720879.0</td>\n",
              "      <td>5230</td>\n",
              "      <td>800 116</td>\n",
              "      <td>59.5000</td>\n",
              "      <td>4.7</td>\n",
              "      <td>26.8</td>\n",
              "      <td>40679828.0</td>\n",
              "      <td>...</td>\n",
              "      <td>73.76</td>\n",
              "      <td>36.58</td>\n",
              "      <td>24.23</td>\n",
              "      <td>60.14</td>\n",
              "      <td>12.862807</td>\n",
              "      <td>30.217636</td>\n",
              "      <td>POINT (12.862807 30.217636)</td>\n",
              "      <td>1.901782e+06</td>\n",
              "      <td>1.285649e-04</td>\n",
              "      <td>1.772080e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284</th>\n",
              "      <td>Togo</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>278.20</td>\n",
              "      <td>1755577.0</td>\n",
              "      <td>3695</td>\n",
              "      <td>1 756 582</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>7852795.0</td>\n",
              "      <td>...</td>\n",
              "      <td>89.06</td>\n",
              "      <td>16.13</td>\n",
              "      <td>7.40</td>\n",
              "      <td>28.61</td>\n",
              "      <td>8.619543</td>\n",
              "      <td>0.824782</td>\n",
              "      <td>POINT (8.619543 0.824782)</td>\n",
              "      <td>2.184648e+06</td>\n",
              "      <td>4.705331e-04</td>\n",
              "      <td>2.235608e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>285</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>336.76</td>\n",
              "      <td>11667831.0</td>\n",
              "      <td>21315</td>\n",
              "      <td>11 667 831</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>40127085.0</td>\n",
              "      <td>...</td>\n",
              "      <td>75.11</td>\n",
              "      <td>18.47</td>\n",
              "      <td>16.17</td>\n",
              "      <td>26.11</td>\n",
              "      <td>1.373333</td>\n",
              "      <td>32.290275</td>\n",
              "      <td>POINT (1.373333 32.290275)</td>\n",
              "      <td>1.351320e+07</td>\n",
              "      <td>5.311874e-04</td>\n",
              "      <td>2.907720e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>286</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>160.05</td>\n",
              "      <td>5505639.0</td>\n",
              "      <td>7825</td>\n",
              "      <td>5 505 639</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>17298054.0</td>\n",
              "      <td>...</td>\n",
              "      <td>83.86</td>\n",
              "      <td>26.37</td>\n",
              "      <td>18.93</td>\n",
              "      <td>36.24</td>\n",
              "      <td>-13.133897</td>\n",
              "      <td>27.849332</td>\n",
              "      <td>POINT (-13.133897 27.849332)</td>\n",
              "      <td>2.768554e+06</td>\n",
              "      <td>4.523630e-04</td>\n",
              "      <td>3.182808e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>108.55</td>\n",
              "      <td>467508.0</td>\n",
              "      <td>3410</td>\n",
              "      <td>468 276</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>14751101.0</td>\n",
              "      <td>...</td>\n",
              "      <td>94.00</td>\n",
              "      <td>36.22</td>\n",
              "      <td>31.47</td>\n",
              "      <td>46.22</td>\n",
              "      <td>-19.015438</td>\n",
              "      <td>29.154857</td>\n",
              "      <td>POINT (-19.015438 29.154857)</td>\n",
              "      <td>1.601232e+06</td>\n",
              "      <td>2.311692e-04</td>\n",
              "      <td>3.169309e-02</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>288 rows × 28 columns</p>\n",
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          },
          "metadata": {},
          "execution_count": 60
        }
      ],
      "source": [
        "df_cases.fillna(method = 'ffill')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 774
        },
        "id": "gO6KuPX-w-EJ",
        "outputId": "2495619e-188a-45ad-fe2a-feeb5bdb65a5"
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      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     Country Name        Year  \\\n",
              "0         Algeria  2010-01-01   \n",
              "1          Angola  2010-01-01   \n",
              "2           Benin  2010-01-01   \n",
              "3        Botswana  2010-01-01   \n",
              "4    Burkina Faso  2010-01-01   \n",
              "..            ...         ...   \n",
              "283         Sudan  2017-01-01   \n",
              "284          Togo  2017-01-01   \n",
              "285        Uganda  2017-01-01   \n",
              "286        Zambia  2017-01-01   \n",
              "287      Zimbabwe  2017-01-01   \n",
              "\n",
              "     Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                                 0.00     \n",
              "1                                               185.52     \n",
              "2                                               387.76     \n",
              "3                                                 1.69     \n",
              "4                                               551.24     \n",
              "..                                                 ...     \n",
              "283                                              46.75     \n",
              "284                                             278.20     \n",
              "285                                             336.76     \n",
              "286                                             160.05     \n",
              "287                                             108.55     \n",
              "\n",
              "     Malaria cases reported  Malaria death Malaria Confirmed Cases  \\\n",
              "0                       1.0              1                     408   \n",
              "1                 1682870.0          12398               1 682 870   \n",
              "2                       0.0           8632               1 682 870   \n",
              "3                    1046.0              5                   1 046   \n",
              "4                  804539.0          35034                 804 539   \n",
              "..                      ...            ...                     ...   \n",
              "283                720879.0           5230                 800 116   \n",
              "284               1755577.0           3695               1 756 582   \n",
              "285              11667831.0          21315              11 667 831   \n",
              "286               5505639.0           7825               5 505 639   \n",
              "287                467508.0           3410                 468 276   \n",
              "\n",
              "     Use of insecticide-treated bed nets (% of under-5 population)  \\\n",
              "0                                              32.8750               \n",
              "1                                               3.2500               \n",
              "2                                              29.1000               \n",
              "3                                              43.8125               \n",
              "4                                              47.4000               \n",
              "..                                                 ...               \n",
              "283                                            59.5000               \n",
              "284                                            69.7000               \n",
              "285                                            69.7000               \n",
              "286                                            69.7000               \n",
              "287                                            69.7000               \n",
              "\n",
              "     Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                                  0.0                                         \n",
              "1                                                  0.0                                         \n",
              "2                                                  0.0                                         \n",
              "3                                                  0.0                                         \n",
              "4                                                 35.1                                         \n",
              "..                                                 ...                                         \n",
              "283                                                4.7                                         \n",
              "284                                               31.1                                         \n",
              "285                                               31.1                                         \n",
              "286                                               31.1                                         \n",
              "287                                               31.1                                         \n",
              "\n",
              "     Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)  \\\n",
              "0                                                  6.5                                       \n",
              "1                                                 46.5                                       \n",
              "2                                                 46.6                                       \n",
              "3                                                  0.0                                       \n",
              "4                                                  5.2                                       \n",
              "..                                                 ...                                       \n",
              "283                                               26.8                                       \n",
              "284                                               41.7                                       \n",
              "285                                               41.7                                       \n",
              "286                                               41.7                                       \n",
              "287                                               41.7                                       \n",
              "\n",
              "     Total Population  ...  \\\n",
              "0          35856344.0  ...   \n",
              "1          23364185.0  ...   \n",
              "2           9445710.0  ...   \n",
              "3           2091664.0  ...   \n",
              "4          16116845.0  ...   \n",
              "..                ...  ...   \n",
              "283        40679828.0  ...   \n",
              "284         7852795.0  ...   \n",
              "285        40127085.0  ...   \n",
              "286        17298054.0  ...   \n",
              "287        14751101.0  ...   \n",
              "\n",
              "     People using at least basic drinking water services, urban (% of urban population)  \\\n",
              "0                                                95.03                                    \n",
              "1                                                67.53                                    \n",
              "2                                                76.08                                    \n",
              "3                                                95.18                                    \n",
              "4                                                77.25                                    \n",
              "..                                                 ...                                    \n",
              "283                                              73.76                                    \n",
              "284                                              89.06                                    \n",
              "285                                              75.11                                    \n",
              "286                                              83.86                                    \n",
              "287                                              94.00                                    \n",
              "\n",
              "     People using at least basic sanitation services (% of population)  \\\n",
              "0                                                86.56                   \n",
              "1                                                41.06                   \n",
              "2                                                13.39                   \n",
              "3                                                66.84                   \n",
              "4                                                16.98                   \n",
              "..                                                 ...                   \n",
              "283                                              36.58                   \n",
              "284                                              16.13                   \n",
              "285                                              18.47                   \n",
              "286                                              26.37                   \n",
              "287                                              36.22                   \n",
              "\n",
              "     People using at least basic sanitation services, rural (% of rural population)  \\\n",
              "0                                                78.91                                \n",
              "1                                                16.77                                \n",
              "2                                                 5.45                                \n",
              "3                                                43.22                                \n",
              "4                                                 8.00                                \n",
              "..                                                 ...                                \n",
              "283                                              24.23                                \n",
              "284                                               7.40                                \n",
              "285                                              16.17                                \n",
              "286                                              18.93                                \n",
              "287                                              31.47                                \n",
              "\n",
              "     People using at least basic sanitation services, urban  (% of urban population)  \\\n",
              "0                                                90.24                                 \n",
              "1                                                57.40                                 \n",
              "2                                                23.87                                 \n",
              "3                                                81.06                                 \n",
              "4                                                44.45                                 \n",
              "..                                                 ...                                 \n",
              "283                                              60.14                                 \n",
              "284                                              28.61                                 \n",
              "285                                              26.11                                 \n",
              "286                                              36.24                                 \n",
              "287                                              46.22                                 \n",
              "\n",
              "      latitude  longitude                            geometry  \\\n",
              "0    28.033886   1.659626          POINT (28.033886 1.659626)   \n",
              "1   -11.202692  17.873887        POINT (-11.202692 17.873887)   \n",
              "2     9.307690   2.315834  POINT (9.307689999999999 2.315834)   \n",
              "3   -22.328474  24.684866        POINT (-22.328474 24.684866)   \n",
              "4    12.238333  -1.561593         POINT (12.238333 -1.561593)   \n",
              "..         ...        ...                                 ...   \n",
              "283  12.862807  30.217636         POINT (12.862807 30.217636)   \n",
              "284   8.619543   0.824782           POINT (8.619543 0.824782)   \n",
              "285   1.373333  32.290275          POINT (1.373333 32.290275)   \n",
              "286 -13.133897  27.849332        POINT (-13.133897 27.849332)   \n",
              "287 -19.015438  29.154857        POINT (-19.015438 29.154857)   \n",
              "\n",
              "     Total Malaria Cases  Mortality Rate  Prevalence Rate  \n",
              "0           0.000000e+00    2.788907e-08     2.788907e-08  \n",
              "1           4.334524e+06    5.306412e-04     7.202776e-02  \n",
              "2           3.662669e+06    9.138540e-04     0.000000e+00  \n",
              "3           3.534912e+03    2.390441e-06     5.000803e-04  \n",
              "4           8.884250e+06    2.173751e-03     4.991914e-02  \n",
              "..                   ...             ...              ...  \n",
              "283         1.901782e+06    1.285649e-04     1.772080e-02  \n",
              "284         2.184648e+06    4.705331e-04     2.235608e-01  \n",
              "285         1.351320e+07    5.311874e-04     2.907720e-01  \n",
              "286         2.768554e+06    4.523630e-04     3.182808e-01  \n",
              "287         1.601232e+06    2.311692e-04     3.169309e-02  \n",
              "\n",
              "[288 rows x 28 columns]"
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              "      <th></th>\n",
              "      <th>Country Name</th>\n",
              "      <th>Year</th>\n",
              "      <th>Incidence of malaria (per 1,000 population at risk)</th>\n",
              "      <th>Malaria cases reported</th>\n",
              "      <th>Malaria death</th>\n",
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              "      <th>...</th>\n",
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              "      <th>People using at least basic sanitation services (% of population)</th>\n",
              "      <th>People using at least basic sanitation services, rural (% of rural population)</th>\n",
              "      <th>People using at least basic sanitation services, urban  (% of urban population)</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>geometry</th>\n",
              "      <th>Total Malaria Cases</th>\n",
              "      <th>Mortality Rate</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>408</td>\n",
              "      <td>32.8750</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.5</td>\n",
              "      <td>35856344.0</td>\n",
              "      <td>...</td>\n",
              "      <td>95.03</td>\n",
              "      <td>86.56</td>\n",
              "      <td>78.91</td>\n",
              "      <td>90.24</td>\n",
              "      <td>28.033886</td>\n",
              "      <td>1.659626</td>\n",
              "      <td>POINT (28.033886 1.659626)</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>2.788907e-08</td>\n",
              "      <td>2.788907e-08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Angola</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>185.52</td>\n",
              "      <td>1682870.0</td>\n",
              "      <td>12398</td>\n",
              "      <td>1 682 870</td>\n",
              "      <td>3.2500</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46.5</td>\n",
              "      <td>23364185.0</td>\n",
              "      <td>...</td>\n",
              "      <td>67.53</td>\n",
              "      <td>41.06</td>\n",
              "      <td>16.77</td>\n",
              "      <td>57.40</td>\n",
              "      <td>-11.202692</td>\n",
              "      <td>17.873887</td>\n",
              "      <td>POINT (-11.202692 17.873887)</td>\n",
              "      <td>4.334524e+06</td>\n",
              "      <td>5.306412e-04</td>\n",
              "      <td>7.202776e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Benin</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>387.76</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8632</td>\n",
              "      <td>1 682 870</td>\n",
              "      <td>29.1000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46.6</td>\n",
              "      <td>9445710.0</td>\n",
              "      <td>...</td>\n",
              "      <td>76.08</td>\n",
              "      <td>13.39</td>\n",
              "      <td>5.45</td>\n",
              "      <td>23.87</td>\n",
              "      <td>9.307690</td>\n",
              "      <td>2.315834</td>\n",
              "      <td>POINT (9.307689999999999 2.315834)</td>\n",
              "      <td>3.662669e+06</td>\n",
              "      <td>9.138540e-04</td>\n",
              "      <td>0.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>1.69</td>\n",
              "      <td>1046.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1 046</td>\n",
              "      <td>43.8125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2091664.0</td>\n",
              "      <td>...</td>\n",
              "      <td>95.18</td>\n",
              "      <td>66.84</td>\n",
              "      <td>43.22</td>\n",
              "      <td>81.06</td>\n",
              "      <td>-22.328474</td>\n",
              "      <td>24.684866</td>\n",
              "      <td>POINT (-22.328474 24.684866)</td>\n",
              "      <td>3.534912e+03</td>\n",
              "      <td>2.390441e-06</td>\n",
              "      <td>5.000803e-04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2010-01-01</td>\n",
              "      <td>551.24</td>\n",
              "      <td>804539.0</td>\n",
              "      <td>35034</td>\n",
              "      <td>804 539</td>\n",
              "      <td>47.4000</td>\n",
              "      <td>35.1</td>\n",
              "      <td>5.2</td>\n",
              "      <td>16116845.0</td>\n",
              "      <td>...</td>\n",
              "      <td>77.25</td>\n",
              "      <td>16.98</td>\n",
              "      <td>8.00</td>\n",
              "      <td>44.45</td>\n",
              "      <td>12.238333</td>\n",
              "      <td>-1.561593</td>\n",
              "      <td>POINT (12.238333 -1.561593)</td>\n",
              "      <td>8.884250e+06</td>\n",
              "      <td>2.173751e-03</td>\n",
              "      <td>4.991914e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>283</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>46.75</td>\n",
              "      <td>720879.0</td>\n",
              "      <td>5230</td>\n",
              "      <td>800 116</td>\n",
              "      <td>59.5000</td>\n",
              "      <td>4.7</td>\n",
              "      <td>26.8</td>\n",
              "      <td>40679828.0</td>\n",
              "      <td>...</td>\n",
              "      <td>73.76</td>\n",
              "      <td>36.58</td>\n",
              "      <td>24.23</td>\n",
              "      <td>60.14</td>\n",
              "      <td>12.862807</td>\n",
              "      <td>30.217636</td>\n",
              "      <td>POINT (12.862807 30.217636)</td>\n",
              "      <td>1.901782e+06</td>\n",
              "      <td>1.285649e-04</td>\n",
              "      <td>1.772080e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284</th>\n",
              "      <td>Togo</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>278.20</td>\n",
              "      <td>1755577.0</td>\n",
              "      <td>3695</td>\n",
              "      <td>1 756 582</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>7852795.0</td>\n",
              "      <td>...</td>\n",
              "      <td>89.06</td>\n",
              "      <td>16.13</td>\n",
              "      <td>7.40</td>\n",
              "      <td>28.61</td>\n",
              "      <td>8.619543</td>\n",
              "      <td>0.824782</td>\n",
              "      <td>POINT (8.619543 0.824782)</td>\n",
              "      <td>2.184648e+06</td>\n",
              "      <td>4.705331e-04</td>\n",
              "      <td>2.235608e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>285</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>336.76</td>\n",
              "      <td>11667831.0</td>\n",
              "      <td>21315</td>\n",
              "      <td>11 667 831</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>40127085.0</td>\n",
              "      <td>...</td>\n",
              "      <td>75.11</td>\n",
              "      <td>18.47</td>\n",
              "      <td>16.17</td>\n",
              "      <td>26.11</td>\n",
              "      <td>1.373333</td>\n",
              "      <td>32.290275</td>\n",
              "      <td>POINT (1.373333 32.290275)</td>\n",
              "      <td>1.351320e+07</td>\n",
              "      <td>5.311874e-04</td>\n",
              "      <td>2.907720e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>286</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>160.05</td>\n",
              "      <td>5505639.0</td>\n",
              "      <td>7825</td>\n",
              "      <td>5 505 639</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>17298054.0</td>\n",
              "      <td>...</td>\n",
              "      <td>83.86</td>\n",
              "      <td>26.37</td>\n",
              "      <td>18.93</td>\n",
              "      <td>36.24</td>\n",
              "      <td>-13.133897</td>\n",
              "      <td>27.849332</td>\n",
              "      <td>POINT (-13.133897 27.849332)</td>\n",
              "      <td>2.768554e+06</td>\n",
              "      <td>4.523630e-04</td>\n",
              "      <td>3.182808e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>108.55</td>\n",
              "      <td>467508.0</td>\n",
              "      <td>3410</td>\n",
              "      <td>468 276</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1</td>\n",
              "      <td>41.7</td>\n",
              "      <td>14751101.0</td>\n",
              "      <td>...</td>\n",
              "      <td>94.00</td>\n",
              "      <td>36.22</td>\n",
              "      <td>31.47</td>\n",
              "      <td>46.22</td>\n",
              "      <td>-19.015438</td>\n",
              "      <td>29.154857</td>\n",
              "      <td>POINT (-19.015438 29.154857)</td>\n",
              "      <td>1.601232e+06</td>\n",
              "      <td>2.311692e-04</td>\n",
              "      <td>3.169309e-02</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>288 rows × 28 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ddf26343-b4bc-4432-bc66-f013abbdf1c1')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
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              "            title=\"Suggest charts.\"\n",
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              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    <g>\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
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              "    border-radius: 50%;\n",
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              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
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              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
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              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-5f259246-3de1-42b2-8928-ffc9a7657b02 button');\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 61
        }
      ],
      "source": [
        "df_cases.isnull().sum()\n",
        "df_cases.fillna(0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {
        "id": "xpbxnuAO6Imw"
      },
      "outputs": [],
      "source": [
        "#Preprocessing\n",
        "# Remove non-numeric characters from the 'Malaria Confirm Cases' column\n",
        "df_cases['Malaria Confirmed Cases'] = df_cases['Malaria Confirmed Cases'].str.replace(r'\\D', '', regex=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "id": "d9FiJmUb5Jo5"
      },
      "outputs": [],
      "source": [
        "df_cases['Malaria Confirmed Cases'] = df_cases['Malaria Confirmed Cases'].astype(float)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ds0gC5im35wu",
        "outputId": "11661056-42c4-4db2-9233-8bb015ad675f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "count      288.000000\n",
            "mean       255.720283\n",
            "std       2522.536873\n",
            "min          0.000000\n",
            "25%          0.333692\n",
            "50%          0.627827\n",
            "75%          1.473558\n",
            "max      28357.446809\n",
            "Name: Case Fatality Rate (%), dtype: float64\n"
          ]
        }
      ],
      "source": [
        "# Calculate case fatality rate\n",
        "\n",
        "epsilon = 0.001  # A small constant to avoid dividing by zero\n",
        "df_cases['Case Fatality Rate (%)'] = (df_cases['Malaria death'] / (df_cases['Malaria Confirmed Cases'])) * 100\n",
        "\n",
        "# Basic statistics of case fatality rate\n",
        "print(df_cases['Case Fatality Rate (%)'].describe())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "EBvU2XYkhy1e",
        "outputId": "56a92aef-d086-4f34-d6a6-d6923ef85948"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#Create a histogram of case fatality rates\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df_cases, x='Case Fatality Rate (%)', bins=20, kde=True)\n",
        "plt.title('Distribution of Case Fatality Rate')\n",
        "plt.xlabel('Case Fatality Rate (%)')\n",
        "plt.ylabel('Frequency')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "PH1p_cP4_RQm",
        "outputId": "20f66193-741a-42ed-b3c4-ea14a66dd774"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.bar(df_cases['Year'], df_cases['Case Fatality Rate (%)'], color='skyblue')\n",
        "plt.title('Case Fatality Rate Over Time (From 2010 - 2017)')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Case Fatality Rate (%)')\n",
        "plt.grid(axis='y')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cXCoUy11AmjM"
      },
      "source": [
        "From the barplot above, we can observe that year 2010 and 2014 recorded the highest case fatality rate. Let us investigate further what countries have the highest case fatality."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "uQlfzcRkio0u",
        "outputId": "9ece91a2-70f6-46e3-e2d1-b91b720dda75"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "# Get the countries with the highest case fatality rates\n",
        "top_countries = df_cases.nlargest(10, 'Case Fatality Rate (%)')\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_countries['Country Name'], top_countries['Case Fatality Rate (%)'], color='skyblue')\n",
        "plt.xlabel('Case Fatality Rate (%)')\n",
        "plt.ylabel('Country')\n",
        "plt.title('Countries with Highest Case Fatality Rates')\n",
        "plt.gca().invert_yaxis()  # Invert y-axis to have the highest rate on top\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sVs88YtKBD3q"
      },
      "source": [
        "The chart above reveal the countries with the highest case fatality rate with Cameroon and Central African Republic, Chad topping the chart"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "huRmT27Q-gjG",
        "outputId": "ce345369-7846-4113-83f0-615b661a7233"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "#Let us investigate the years to know which country has the highest case fatality rate in 2010 and 2014\n",
        "# Choose a specific year\n",
        "selected_year = '2010-01-01'\n",
        "\n",
        "# Get the countries with the highest case fatality rates for the selected year\n",
        "top_countries = df_cases[df_cases['Year'] == selected_year].nlargest(10, 'Case Fatality Rate (%)')\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_countries['Country Name'], top_countries['Case Fatality Rate (%)'], color='skyblue')\n",
        "plt.xlabel('Case Fatality Rate (%)')\n",
        "plt.ylabel('Country')\n",
        "plt.title(f'Countries with Highest Case Fatality Rates in {selected_year}')\n",
        "plt.gca().invert_yaxis()  # Invert y-axis to have the highest rate on top\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NB9EQRE3BqL9"
      },
      "source": [
        "The above chart indicates the countries with the highest mortality rate in 2010 with Cameroon 🇨🇲 , Central Africa Republic  and Guinea 🇬🇳  topping the charts"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "10R3bRb2CF1z",
        "outputId": "3e30a95f-9949-4c22-c27f-ca8fa82e0684"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "#For 2014\n",
        "# Choose a specific year\n",
        "selected_year = '2014-01-01'\n",
        "\n",
        "# Get the countries with the highest case fatality rates for the selected year\n",
        "top_countries = df_cases[df_cases['Year'] == selected_year].nlargest(10, 'Case Fatality Rate (%)')\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_countries['Country Name'], top_countries['Case Fatality Rate (%)'], color='skyblue')\n",
        "plt.xlabel('Case Fatality Rate (%)')\n",
        "plt.ylabel('Country')\n",
        "plt.title(f'Countries with Highest Case Fatality Rates in {selected_year}')\n",
        "plt.gca().invert_yaxis()  # Invert y-axis to have the highest rate on top\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ER8vVUdxCSU6"
      },
      "source": [
        "From here, it can be seen that Cameroon still has the highest case fatality rate while Central African Republic and Guinea reduced significantly, however, they still remain in the top 10 countries with high case fatality risk."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q73PoDmQEw9D",
        "outputId": "02ac3310-bb40-4724-c1ce-ff31f76e844c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name', 'Year',\n",
              "       'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death', 'Malaria Confirmed Cases',\n",
              "       'Use of insecticide-treated bed nets (% of under-5 population)',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'geometry', 'Total Malaria Cases',\n",
              "       'Mortality Rate', 'Prevalence Rate', 'Case Fatality Rate (%)'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ],
      "source": [
        "df_cases.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5nY4K7--EbSR"
      },
      "source": [
        "# Let us consider other variables as they relate to the case fatality rate\n",
        "\n",
        "\n",
        "* We will explore preventive measures (ITN in chidren under age5, IPTp in pregnant women, ACT\n",
        "*"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_KtCuDlsN8WA",
        "outputId": "f342fc87-f5c9-4181-c430-22e410cbd0ac"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name', 'Year',\n",
              "       'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death', 'Malaria Confirmed Cases',\n",
              "       'Use of insecticide-treated bed nets (% of under-5 population)',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'geometry', 'Total Malaria Cases',\n",
              "       'Mortality Rate', 'Prevalence Rate', 'Case Fatality Rate (%)'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 71
        }
      ],
      "source": [
        "df_cases.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "TJ1iqUsld93a",
        "outputId": "81db4210-fa78-4345-d7ea-904716fdcec3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "# Group data by year and calculate the mean case fatality rate for each year\n",
        "mean_cfr_by_year = df_cases.groupby('Year')['Case Fatality Rate (%)'].mean()\n",
        "\n",
        "# Plotting the trend of mean case fatality rate over time\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(mean_cfr_by_year.index, mean_cfr_by_year.values, marker='o')\n",
        "plt.title('Trend of Mean Case Fatality Rate Over Time')\n",
        "plt.xlabel('Year')\n",
        "plt.ylabel('Mean Case Fatality Rate (%)')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "tX8R1k4EjQrA",
        "outputId": "0e7d7e29-cd12-461b-b4fc-7207665dc5ce"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "\n",
        "# List of preventive measures columns\n",
        "preventive_measures = ['Use of insecticide-treated bed nets (% of under-5 population)',\n",
        "                      'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
        "                      'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)']\n",
        "\n",
        "# Calculate correlations between each preventive measure and case fatality rate for the same year\n",
        "correlation_data = df_cases.groupby('Year')[preventive_measures + ['Case Fatality Rate (%)']].corr()\n",
        "\n",
        "# Filter correlations with case fatality rate\n",
        "case_fatality_corr = correlation_data.xs('Case Fatality Rate (%)', level=1)\n",
        "\n",
        "# Plotting a heatmap to visualize correlations\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.heatmap(case_fatality_corr, annot=True, cmap='coolwarm', center=0)\n",
        "plt.title('Correlation Between Preventive Measures and Case Fatality Rate')\n",
        "plt.xlabel('Preventive Measures')\n",
        "plt.ylabel('Preventive Measures')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "EIo7HFZdm1sD",
        "outputId": "91bbb1be-14cd-4bed-f33a-bc1477be0bfd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-74-6e818f50bc56>:16: FutureWarning:\n",
            "\n",
            "Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
            "\n",
            "<ipython-input-74-6e818f50bc56>:18: FutureWarning:\n",
            "\n",
            "The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "\n",
        "# List of preventive measures columns\n",
        "preventive_measures = ['Use of insecticide-treated bed nets (% of under-5 population)',\n",
        "                      'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
        "                      'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)']\n",
        "\n",
        "# Calculate correlations between each preventive measure and case fatality rate for the same year\n",
        "correlation_data = df_cases.groupby('Year')[preventive_measures + ['Case Fatality Rate (%)']].corr()\n",
        "\n",
        "# Filter correlations with case fatality rate\n",
        "case_fatality_corr = correlation_data.xs('Case Fatality Rate (%)', level=1)\n",
        "\n",
        "# Plotting a heatmap to visualize correlations\n",
        "plt.figure(figsize=(12, 8))\n",
        "\n",
        "# Adding country names and incidence rates to the heatmap\n",
        "heatmap_data = case_fatality_corr.join(df_cases.groupby('Year')['Country Name', 'Incidence of malaria (per 1,000 population at risk)'].last())\n",
        "\n",
        "sns.heatmap(heatmap_data.corr(), annot=True, cmap='coolwarm', center=0)\n",
        "plt.title('Correlation Between Preventive Measures, Incidence Rate, and Case Fatality Rate')\n",
        "plt.xlabel('Variables')\n",
        "plt.ylabel('Variables')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CxAeX1Ynrfb5",
        "outputId": "f09c4bf0-c811-4727-d714-4e100f43038d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name_left', 'geometry', 'index_right', 'Country Name_right',\n",
              "       'Year', 'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'Total Malaria Cases', 'Mortality Rate',\n",
              "       'Prevalence Rate', 'Incidence Rate Urban', 'Incidence Rate Rural',\n",
              "       'Standardized Incidence Rate', 'Mortality Rate Urban',\n",
              "       'Mortality Rate Rural'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 75
        }
      ],
      "source": [
        "sorted_merged_gdf.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PUGFh0OKB-pm"
      },
      "source": [
        "# Spatial analysis\n",
        "\n",
        "* Spatial clustering : The essence of clustering is to group countries with similar characteristics together on the map. In this case, the clustering is based on the incidence rate of malaria. This will help us to visually compare how incidence rates change across different years"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "metadata": {
        "id": "is73KgMp-fQv"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763
        },
        "id": "zkbyvZ9kcnms",
        "outputId": "bb90887b-3806-4c45-b8b8-f20e78dda2d6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
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              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
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              "                #map_6c1984c2fcb63d71749c71f52fd289b2 {\n",
              "                    position: relative;\n",
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              "                    height: 100.0%;\n",
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              "        \n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css&quot;/&gt;\n",
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              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_6c1984c2fcb63d71749c71f52fd289b2 = L.map(\n",
              "                &quot;map_6c1984c2fcb63d71749c71f52fd289b2&quot;,\n",
              "                {\n",
              "                    center: [0.0, 0.0],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 2,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
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              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_80cae6cfdcf6f3ef298ef49b27bfadb8 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_6c1984c2fcb63d71749c71f52fd289b2);\n",
              "        \n",
              "    \n",
              "            var marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac = L.markerClusterGroup(\n",
              "                {}\n",
              "            );\n",
              "            map_6c1984c2fcb63d71749c71f52fd289b2.addLayer(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "            var circle_marker_be5c9d82034891237206e7c15dce4ce7 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e72b935032d278ff0f268f1f4f356d88 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51fc3cda2cf7cc1d9b143461c98496cc = $(`&lt;div id=&quot;html_51fc3cda2cf7cc1d9b143461c98496cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.01&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_e72b935032d278ff0f268f1f4f356d88.setContent(html_51fc3cda2cf7cc1d9b143461c98496cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be5c9d82034891237206e7c15dce4ce7.bindPopup(popup_e72b935032d278ff0f268f1f4f356d88)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8e0ce0f2759171431e4dc85b437a71f = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4398b59cdbef5776fff9081dc2483c4a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4810f373d588ac6bb53ad2ae79be02d2 = $(`&lt;div id=&quot;html_4810f373d588ac6bb53ad2ae79be02d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 286.72&lt;br&gt;Mortality Rate: 0.8721796082618943&lt;/div&gt;`)[0];\n",
              "                popup_4398b59cdbef5776fff9081dc2483c4a.setContent(html_4810f373d588ac6bb53ad2ae79be02d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8e0ce0f2759171431e4dc85b437a71f.bindPopup(popup_4398b59cdbef5776fff9081dc2483c4a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_76071037ef2e0556b15cf5a3d7b51e65 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2e885ed08c2ba9a24a55b68108c9c701 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b2e68447ab2f43e50c6fabc30fefbbd6 = $(`&lt;div id=&quot;html_b2e68447ab2f43e50c6fabc30fefbbd6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 480.24&lt;br&gt;Mortality Rate: 1.391574073335283&lt;/div&gt;`)[0];\n",
              "                popup_2e885ed08c2ba9a24a55b68108c9c701.setContent(html_b2e68447ab2f43e50c6fabc30fefbbd6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_76071037ef2e0556b15cf5a3d7b51e65.bindPopup(popup_2e885ed08c2ba9a24a55b68108c9c701)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb05398340893a4dff58614ab66bf7b6 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_287ed42a93c5f6feb893c35a4d8bba53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9b344dc364e0bff78b3e767657bea1e1 = $(`&lt;div id=&quot;html_9b344dc364e0bff78b3e767657bea1e1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.03&lt;br&gt;Mortality Rate: 0.001525183060096788&lt;/div&gt;`)[0];\n",
              "                popup_287ed42a93c5f6feb893c35a4d8bba53.setContent(html_9b344dc364e0bff78b3e767657bea1e1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb05398340893a4dff58614ab66bf7b6.bindPopup(popup_287ed42a93c5f6feb893c35a4d8bba53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6372407ed841dfabee12af00c0817ef8 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_08e922d07fc039b67c4c329242974fb1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf932b138a845f5f50b275f16bcbf039 = $(`&lt;div id=&quot;html_bf932b138a845f5f50b275f16bcbf039&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 503.8&lt;br&gt;Mortality Rate: 2.1191192779815293&lt;/div&gt;`)[0];\n",
              "                popup_08e922d07fc039b67c4c329242974fb1.setContent(html_bf932b138a845f5f50b275f16bcbf039);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6372407ed841dfabee12af00c0817ef8.bindPopup(popup_08e922d07fc039b67c4c329242974fb1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7e2354469dbd60314a919530ce84160 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f3ccfe55400a4b7f48003969ccc2ea25 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a4a7c5463766ed9ccea6d663cd6ff5d = $(`&lt;div id=&quot;html_4a4a7c5463766ed9ccea6d663cd6ff5d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 222.92&lt;br&gt;Mortality Rate: 0.6634687748635585&lt;/div&gt;`)[0];\n",
              "                popup_f3ccfe55400a4b7f48003969ccc2ea25.setContent(html_4a4a7c5463766ed9ccea6d663cd6ff5d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7e2354469dbd60314a919530ce84160.bindPopup(popup_f3ccfe55400a4b7f48003969ccc2ea25)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_59a1e4d078b1d496cce95150c0bd7692 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3572cc09d318977b559a6b128be02a7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_30ebebe047f3d8285f091bafb9522847 = $(`&lt;div id=&quot;html_30ebebe047f3d8285f091bafb9522847&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 386.68&lt;br&gt;Mortality Rate: 0.9937614049982616&lt;/div&gt;`)[0];\n",
              "                popup_3572cc09d318977b559a6b128be02a7a.setContent(html_30ebebe047f3d8285f091bafb9522847);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_59a1e4d078b1d496cce95150c0bd7692.bindPopup(popup_3572cc09d318977b559a6b128be02a7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cc793dedc63e641c2d1f56b91ae67870 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ee6826ceac503a544e32837d73644e51 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4be0e475eeff0987c2f6e099c0128a58 = $(`&lt;div id=&quot;html_4be0e475eeff0987c2f6e099c0128a58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 471.11&lt;br&gt;Mortality Rate: 2.248164752972699&lt;/div&gt;`)[0];\n",
              "                popup_ee6826ceac503a544e32837d73644e51.setContent(html_4be0e475eeff0987c2f6e099c0128a58);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cc793dedc63e641c2d1f56b91ae67870.bindPopup(popup_ee6826ceac503a544e32837d73644e51)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_301491710acf23233dc0ef1fb6e523d0 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b59a77e213f096dd84242d4b00a8e688 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_174a6a55a92fb5122e76023bd14483be = $(`&lt;div id=&quot;html_174a6a55a92fb5122e76023bd14483be&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 210.71&lt;br&gt;Mortality Rate: 0.977829248910562&lt;/div&gt;`)[0];\n",
              "                popup_b59a77e213f096dd84242d4b00a8e688.setContent(html_174a6a55a92fb5122e76023bd14483be);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_301491710acf23233dc0ef1fb6e523d0.bindPopup(popup_b59a77e213f096dd84242d4b00a8e688)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4c9f26050e1da1c8d79217857c786125 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4882b2976820bc958c0caaca0398de00 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0541821b15084ed8fc9eb5e9ebf539d = $(`&lt;div id=&quot;html_f0541821b15084ed8fc9eb5e9ebf539d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.84&lt;br&gt;Mortality Rate: 0.005779037351074208&lt;/div&gt;`)[0];\n",
              "                popup_4882b2976820bc958c0caaca0398de00.setContent(html_f0541821b15084ed8fc9eb5e9ebf539d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4c9f26050e1da1c8d79217857c786125.bindPopup(popup_4882b2976820bc958c0caaca0398de00)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_03a75b2fdf0024607dbcf75176c71326 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dad4d198bd478a86ba4fe847d577cf6c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_618fe301011d43a421dbdbc6597a9381 = $(`&lt;div id=&quot;html_618fe301011d43a421dbdbc6597a9381&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 398.15&lt;br&gt;Mortality Rate: 0.6429078828938022&lt;/div&gt;`)[0];\n",
              "                popup_dad4d198bd478a86ba4fe847d577cf6c.setContent(html_618fe301011d43a421dbdbc6597a9381);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_03a75b2fdf0024607dbcf75176c71326.bindPopup(popup_dad4d198bd478a86ba4fe847d577cf6c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2478da6e3aeb05fef0d3c7305dafeb6 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_40c4af00ddc1dcada8b6481ab7b4b19a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9c5155e1091b9c1ae0d0ae8865d7ddf9 = $(`&lt;div id=&quot;html_9c5155e1091b9c1ae0d0ae8865d7ddf9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.29&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_40c4af00ddc1dcada8b6481ab7b4b19a.setContent(html_9c5155e1091b9c1ae0d0ae8865d7ddf9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2478da6e3aeb05fef0d3c7305dafeb6.bindPopup(popup_40c4af00ddc1dcada8b6481ab7b4b19a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7aec98c4dfc013ed9b7cef009fd54af2 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4a45df7473461db05fbb7dc15f1deda0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c97ed3b80ccc61b4e5faf5f66c9f0091 = $(`&lt;div id=&quot;html_c97ed3b80ccc61b4e5faf5f66c9f0091&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 110.66&lt;br&gt;Mortality Rate: 0.12840581917105334&lt;/div&gt;`)[0];\n",
              "                popup_4a45df7473461db05fbb7dc15f1deda0.setContent(html_c97ed3b80ccc61b4e5faf5f66c9f0091);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7aec98c4dfc013ed9b7cef009fd54af2.bindPopup(popup_4a45df7473461db05fbb7dc15f1deda0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0ea5170c105bca52be963b569929fd08 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6eb57d9c7afc7815e1d0d89b24b61400 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35a1820fc9a0cb4e23d01f0fd7ce305a = $(`&lt;div id=&quot;html_35a1820fc9a0cb4e23d01f0fd7ce305a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 322.33&lt;br&gt;Mortality Rate: 0.6084783738366953&lt;/div&gt;`)[0];\n",
              "                popup_6eb57d9c7afc7815e1d0d89b24b61400.setContent(html_35a1820fc9a0cb4e23d01f0fd7ce305a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0ea5170c105bca52be963b569929fd08.bindPopup(popup_6eb57d9c7afc7815e1d0d89b24b61400)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74c482e9b81f7f448c05928af9f1e4c3 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8e101363b6dc0d8f2d3f09f5f57503c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3f8b50079714ed7e8222e7da69cd35c = $(`&lt;div id=&quot;html_c3f8b50079714ed7e8222e7da69cd35c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 343.69&lt;br&gt;Mortality Rate: 1.0402131248060926&lt;/div&gt;`)[0];\n",
              "                popup_8e101363b6dc0d8f2d3f09f5f57503c1.setContent(html_c3f8b50079714ed7e8222e7da69cd35c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74c482e9b81f7f448c05928af9f1e4c3.bindPopup(popup_8e101363b6dc0d8f2d3f09f5f57503c1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b43340394ccc972dfb402f737da71c4f = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_07b8f6a5e3b00049c59f0639ce935159 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9871746dcbccf2bd2b9c09ee89188b82 = $(`&lt;div id=&quot;html_9871746dcbccf2bd2b9c09ee89188b82&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 72.81&lt;br&gt;Mortality Rate: 0.49084085450429205&lt;/div&gt;`)[0];\n",
              "                popup_07b8f6a5e3b00049c59f0639ce935159.setContent(html_9871746dcbccf2bd2b9c09ee89188b82);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b43340394ccc972dfb402f737da71c4f.bindPopup(popup_07b8f6a5e3b00049c59f0639ce935159)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e9e1a75dddfeebaa32d75c510e3d5f97 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f256174a352b747d6af1ca55c4e8c668 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bea4766fa9cb5d91cb9e0ceed2743706 = $(`&lt;div id=&quot;html_bea4766fa9cb5d91cb9e0ceed2743706&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 78.02&lt;br&gt;Mortality Rate: 0.25743495252083953&lt;/div&gt;`)[0];\n",
              "                popup_f256174a352b747d6af1ca55c4e8c668.setContent(html_bea4766fa9cb5d91cb9e0ceed2743706);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e9e1a75dddfeebaa32d75c510e3d5f97.bindPopup(popup_f256174a352b747d6af1ca55c4e8c668)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_90ff55b762e11c23a0268aa47a59bc02 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ab953e515eb47f55ee8ba68bb6bb5d09 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2025b5648a326803554a564e9532de41 = $(`&lt;div id=&quot;html_2025b5648a326803554a564e9532de41&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 78.02&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ab953e515eb47f55ee8ba68bb6bb5d09.setContent(html_2025b5648a326803554a564e9532de41);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_90ff55b762e11c23a0268aa47a59bc02.bindPopup(popup_ab953e515eb47f55ee8ba68bb6bb5d09)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c1840f4a53cf9bd31b584993ad9edda3 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d8cc79c1f54007ee4b845807c4bb4750 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e899643effa53b209ef3feae8c7d2ce3 = $(`&lt;div id=&quot;html_e899643effa53b209ef3feae8c7d2ce3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 383.18&lt;br&gt;Mortality Rate: 0.9048266597664573&lt;/div&gt;`)[0];\n",
              "                popup_d8cc79c1f54007ee4b845807c4bb4750.setContent(html_e899643effa53b209ef3feae8c7d2ce3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c1840f4a53cf9bd31b584993ad9edda3.bindPopup(popup_d8cc79c1f54007ee4b845807c4bb4750)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_117c04b28d7d52a5a0f7db4e6011b811 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ea39e193a7a9c089d60f6e69e1c970d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc5975498e08023d3f938bc47c585b16 = $(`&lt;div id=&quot;html_dc5975498e08023d3f938bc47c585b16&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ea39e193a7a9c089d60f6e69e1c970d3.setContent(html_dc5975498e08023d3f938bc47c585b16);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_117c04b28d7d52a5a0f7db4e6011b811.bindPopup(popup_ea39e193a7a9c089d60f6e69e1c970d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_86cc979b7cbbb1829c2985cb081ef96a = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_22deee1fd75da759e5f58cfc43234358 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06efe7dbff09f09fa0ffba538378de28 = $(`&lt;div id=&quot;html_06efe7dbff09f09fa0ffba538378de28&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 22.78&lt;br&gt;Mortality Rate: 0.05480563622768992&lt;/div&gt;`)[0];\n",
              "                popup_22deee1fd75da759e5f58cfc43234358.setContent(html_06efe7dbff09f09fa0ffba538378de28);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_86cc979b7cbbb1829c2985cb081ef96a.bindPopup(popup_22deee1fd75da759e5f58cfc43234358)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_73f030f4440aadce6b3abf1d3c2dc4b7 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ea64cb432506baec4f80300f8f8d67eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8b455da21214c563e2e168e4321e068b = $(`&lt;div id=&quot;html_8b455da21214c563e2e168e4321e068b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ea64cb432506baec4f80300f8f8d67eb.setContent(html_8b455da21214c563e2e168e4321e068b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_73f030f4440aadce6b3abf1d3c2dc4b7.bindPopup(popup_ea64cb432506baec4f80300f8f8d67eb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_786f7e7b364c8df4f142aa51ef65c83c = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_eb93cea340a9603a8efd1f1387ccdeb2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a45796b432924b680132dbdf341cfa0 = $(`&lt;div id=&quot;html_4a45796b432924b680132dbdf341cfa0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 399.45&lt;br&gt;Mortality Rate: 1.2702231379478492&lt;/div&gt;`)[0];\n",
              "                popup_eb93cea340a9603a8efd1f1387ccdeb2.setContent(html_4a45796b432924b680132dbdf341cfa0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_786f7e7b364c8df4f142aa51ef65c83c.bindPopup(popup_eb93cea340a9603a8efd1f1387ccdeb2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a38f1b4608662e13cd9d17f37a718aa5 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_45f4d55689f95c6c7564a4303da4fcb0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef46dbe946bf7b1308229dafcf8d0988 = $(`&lt;div id=&quot;html_ef46dbe946bf7b1308229dafcf8d0988&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 12.97&lt;br&gt;Mortality Rate: 0.025851457525061&lt;/div&gt;`)[0];\n",
              "                popup_45f4d55689f95c6c7564a4303da4fcb0.setContent(html_ef46dbe946bf7b1308229dafcf8d0988);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a38f1b4608662e13cd9d17f37a718aa5.bindPopup(popup_45f4d55689f95c6c7564a4303da4fcb0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_53e4a93c91e1c72c40703752456a757d = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6450e7497982cbca56159a55d8bb2f7f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f49e92abb4b5cef486e919e59e1de0a = $(`&lt;div id=&quot;html_9f49e92abb4b5cef486e919e59e1de0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 386.68&lt;br&gt;Mortality Rate: 1.3197857170617577&lt;/div&gt;`)[0];\n",
              "                popup_6450e7497982cbca56159a55d8bb2f7f.setContent(html_9f49e92abb4b5cef486e919e59e1de0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_53e4a93c91e1c72c40703752456a757d.bindPopup(popup_6450e7497982cbca56159a55d8bb2f7f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_149f726fda2c8927d6dfdfced0bf6ec9 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_651db80cabba78080edef742f8e50c42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_abc6196e78a2768a106e066aa1dbd802 = $(`&lt;div id=&quot;html_abc6196e78a2768a106e066aa1dbd802&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 421.33&lt;br&gt;Mortality Rate: 1.5453892721829634&lt;/div&gt;`)[0];\n",
              "                popup_651db80cabba78080edef742f8e50c42.setContent(html_abc6196e78a2768a106e066aa1dbd802);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_149f726fda2c8927d6dfdfced0bf6ec9.bindPopup(popup_651db80cabba78080edef742f8e50c42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c2e4285f6fe3216ccd4a48e0ff75d7dc = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_466c84715661393644fe5d7763e4bc80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5128e33e3c07a32265317518bb5e3a8f = $(`&lt;div id=&quot;html_5128e33e3c07a32265317518bb5e3a8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 90.64&lt;br&gt;Mortality Rate: 0.30725069640690994&lt;/div&gt;`)[0];\n",
              "                popup_466c84715661393644fe5d7763e4bc80.setContent(html_5128e33e3c07a32265317518bb5e3a8f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c2e4285f6fe3216ccd4a48e0ff75d7dc.bindPopup(popup_466c84715661393644fe5d7763e4bc80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_73cc167999ce2683a61a5418eac7406b = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4522ad5c3345a35738420fd42fa967c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cd996397def3fc742f64cf71bfa8f3a8 = $(`&lt;div id=&quot;html_cd996397def3fc742f64cf71bfa8f3a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 14.56&lt;br&gt;Mortality Rate: 0.017663163472577938&lt;/div&gt;`)[0];\n",
              "                popup_4522ad5c3345a35738420fd42fa967c0.setContent(html_cd996397def3fc742f64cf71bfa8f3a8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_73cc167999ce2683a61a5418eac7406b.bindPopup(popup_4522ad5c3345a35738420fd42fa967c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5b08a583d32be01bd13bc716b1da61f7 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e61c85918249cf7139b7c1d0f5285d1a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d53a38d5ef6a4c5ac9fd87baeb60b3da = $(`&lt;div id=&quot;html_d53a38d5ef6a4c5ac9fd87baeb60b3da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 101.91&lt;br&gt;Mortality Rate: 0.3345766023464984&lt;/div&gt;`)[0];\n",
              "                popup_e61c85918249cf7139b7c1d0f5285d1a.setContent(html_d53a38d5ef6a4c5ac9fd87baeb60b3da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b08a583d32be01bd13bc716b1da61f7.bindPopup(popup_e61c85918249cf7139b7c1d0f5285d1a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_157d43f519549bd35da00571a4b4b68f = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d8447a4643d2d3a4a91daf63b397174c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1cac47eda4774a9169e85561c5f5d925 = $(`&lt;div id=&quot;html_1cac47eda4774a9169e85561c5f5d925&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 101.91&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_d8447a4643d2d3a4a91daf63b397174c.setContent(html_1cac47eda4774a9169e85561c5f5d925);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_157d43f519549bd35da00571a4b4b68f.bindPopup(popup_d8447a4643d2d3a4a91daf63b397174c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e51ea8239c54313ca7f6cc08f8010689 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e57ccf00d3638afd1f27369a14bee5ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09a03241a9d4da3397070011f4073a73 = $(`&lt;div id=&quot;html_09a03241a9d4da3397070011f4073a73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 379.94&lt;br&gt;Mortality Rate: 1.8480718579368844&lt;/div&gt;`)[0];\n",
              "                popup_e57ccf00d3638afd1f27369a14bee5ae.setContent(html_09a03241a9d4da3397070011f4073a73);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e51ea8239c54313ca7f6cc08f8010689.bindPopup(popup_e57ccf00d3638afd1f27369a14bee5ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f4237eaf08827baccc3fc52a182695c1 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dc27cd5bbb790430151c8c6686bda065 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dab1c7c83db5a54827e2a49284eba391 = $(`&lt;div id=&quot;html_dab1c7c83db5a54827e2a49284eba391&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 100.56&lt;br&gt;Mortality Rate: 0.25651883434675665&lt;/div&gt;`)[0];\n",
              "                popup_dc27cd5bbb790430151c8c6686bda065.setContent(html_dab1c7c83db5a54827e2a49284eba391);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f4237eaf08827baccc3fc52a182695c1.bindPopup(popup_dc27cd5bbb790430151c8c6686bda065)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_90aefeb7482b1c0b884a8ef6828d72e3 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_617979bf5555ce110d2817ff5d9b3667 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6efb7537c667b55763d31dfe8714add4 = $(`&lt;div id=&quot;html_6efb7537c667b55763d31dfe8714add4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.29&lt;br&gt;Mortality Rate: 0.0007400578133163763&lt;/div&gt;`)[0];\n",
              "                popup_617979bf5555ce110d2817ff5d9b3667.setContent(html_6efb7537c667b55763d31dfe8714add4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_90aefeb7482b1c0b884a8ef6828d72e3.bindPopup(popup_617979bf5555ce110d2817ff5d9b3667)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9455e611c71f3d81bcde1e871d4b807 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_18340c6277aea07de6bccbedaabcde08 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d79eae2a3cabb3f1230adc35650e540 = $(`&lt;div id=&quot;html_9d79eae2a3cabb3f1230adc35650e540&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 276.75&lt;br&gt;Mortality Rate: 0.8095917436135209&lt;/div&gt;`)[0];\n",
              "                popup_18340c6277aea07de6bccbedaabcde08.setContent(html_9d79eae2a3cabb3f1230adc35650e540);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9455e611c71f3d81bcde1e871d4b807.bindPopup(popup_18340c6277aea07de6bccbedaabcde08)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2fd9f6250bb19cab2d9665900cbc936e = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4d6923a6c0b04279c17744bfb903b81a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20410996fe2fe9d17682bccd713364bf = $(`&lt;div id=&quot;html_20410996fe2fe9d17682bccd713364bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 41.08&lt;br&gt;Mortality Rate: 0.11823861777773403&lt;/div&gt;`)[0];\n",
              "                popup_4d6923a6c0b04279c17744bfb903b81a.setContent(html_20410996fe2fe9d17682bccd713364bf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2fd9f6250bb19cab2d9665900cbc936e.bindPopup(popup_4d6923a6c0b04279c17744bfb903b81a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dfb750832aea3aa4e8cf438da97d7b8d = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c512183503250f1bab0333cb46188557 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a7093fe5b322e3b3100c699a2c162e6 = $(`&lt;div id=&quot;html_5a7093fe5b322e3b3100c699a2c162e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 434.49&lt;br&gt;Mortality Rate: 0.9899898090743389&lt;/div&gt;`)[0];\n",
              "                popup_c512183503250f1bab0333cb46188557.setContent(html_5a7093fe5b322e3b3100c699a2c162e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dfb750832aea3aa4e8cf438da97d7b8d.bindPopup(popup_c512183503250f1bab0333cb46188557)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5f98b54ab8ede0bfb0899de05c5150ff = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_518c3b16f1d1c0283f5787f214169634 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be6c7b7c715c17ddb7cd63255e1453e3 = $(`&lt;div id=&quot;html_be6c7b7c715c17ddb7cd63255e1453e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 434.49&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_518c3b16f1d1c0283f5787f214169634.setContent(html_be6c7b7c715c17ddb7cd63255e1453e3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5f98b54ab8ede0bfb0899de05c5150ff.bindPopup(popup_518c3b16f1d1c0283f5787f214169634)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7f3ed17e03a9dac14024fb802bfdd1ce = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_537250dbbe5c6e5d3128e39137399b0a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_857d714e76f4d636f5d2555efef91f08 = $(`&lt;div id=&quot;html_857d714e76f4d636f5d2555efef91f08&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 377.94&lt;br&gt;Mortality Rate: 0.8376700703116362&lt;/div&gt;`)[0];\n",
              "                popup_537250dbbe5c6e5d3128e39137399b0a.setContent(html_857d714e76f4d636f5d2555efef91f08);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7f3ed17e03a9dac14024fb802bfdd1ce.bindPopup(popup_537250dbbe5c6e5d3128e39137399b0a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca0c2cf450cc55ea6da2e61eb8a83a67 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d5b5c454a4992548a179cbd0320a1638 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c5c721ae082938761d81f73f536be3c2 = $(`&lt;div id=&quot;html_c5c721ae082938761d81f73f536be3c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 195.74&lt;br&gt;Mortality Rate: 0.5524076499146554&lt;/div&gt;`)[0];\n",
              "                popup_d5b5c454a4992548a179cbd0320a1638.setContent(html_c5c721ae082938761d81f73f536be3c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca0c2cf450cc55ea6da2e61eb8a83a67.bindPopup(popup_d5b5c454a4992548a179cbd0320a1638)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aae6d6ddc0be2eb6b99a7485497713ca = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a30fab9b29ec8c921d0c7af4bb645e86 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe2bae5d6ea51909f916d5adfa855148 = $(`&lt;div id=&quot;html_fe2bae5d6ea51909f916d5adfa855148&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2007-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 175.12&lt;br&gt;Mortality Rate: 0.3474540278001775&lt;/div&gt;`)[0];\n",
              "                popup_a30fab9b29ec8c921d0c7af4bb645e86.setContent(html_fe2bae5d6ea51909f916d5adfa855148);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aae6d6ddc0be2eb6b99a7485497713ca.bindPopup(popup_a30fab9b29ec8c921d0c7af4bb645e86)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4a4964085d0acb097c7e31442479e7eb = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_66217a84fff16bcc47b2a3cf81fad03f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_583890e15ad9ff4e3833d89e55c24887 = $(`&lt;div id=&quot;html_583890e15ad9ff4e3833d89e55c24887&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_66217a84fff16bcc47b2a3cf81fad03f.setContent(html_583890e15ad9ff4e3833d89e55c24887);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4a4964085d0acb097c7e31442479e7eb.bindPopup(popup_66217a84fff16bcc47b2a3cf81fad03f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ce81691ede50e8bc364075e6903da693 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_42dfbf30cedf005bfaf35baa365c6057 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9f35c9a24d278fcec4e27596dca76f7 = $(`&lt;div id=&quot;html_d9f35c9a24d278fcec4e27596dca76f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 241.19&lt;br&gt;Mortality Rate: 0.7044226772100178&lt;/div&gt;`)[0];\n",
              "                popup_42dfbf30cedf005bfaf35baa365c6057.setContent(html_d9f35c9a24d278fcec4e27596dca76f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ce81691ede50e8bc364075e6903da693.bindPopup(popup_42dfbf30cedf005bfaf35baa365c6057)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f3ac305357949a5562fd6ad949a5cee4 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_35e0dd0fa02771f1f2ca36ee0fad7aa5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e971ec2bae0929684e2d28542e80554c = $(`&lt;div id=&quot;html_e971ec2bae0929684e2d28542e80554c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 453.17&lt;br&gt;Mortality Rate: 1.2007002999729748&lt;/div&gt;`)[0];\n",
              "                popup_35e0dd0fa02771f1f2ca36ee0fad7aa5.setContent(html_e971ec2bae0929684e2d28542e80554c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f3ac305357949a5562fd6ad949a5cee4.bindPopup(popup_35e0dd0fa02771f1f2ca36ee0fad7aa5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de8667e997f02326fd793b6ac029d52d = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e641e12a42d1f49a27b214a50649f05b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d91f8ed05f898c0d196d3b09279caa7d = $(`&lt;div id=&quot;html_d91f8ed05f898c0d196d3b09279caa7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.93&lt;br&gt;Mortality Rate: 0.0029890600402526753&lt;/div&gt;`)[0];\n",
              "                popup_e641e12a42d1f49a27b214a50649f05b.setContent(html_d91f8ed05f898c0d196d3b09279caa7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de8667e997f02326fd793b6ac029d52d.bindPopup(popup_e641e12a42d1f49a27b214a50649f05b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d0c0edd84b816c90f55b24b3f2e3945c = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7a6f7f9e2ffa87014a1ded3e459d6d69 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb3392946515c6f59607e0b0247f0952 = $(`&lt;div id=&quot;html_bb3392946515c6f59607e0b0247f0952&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 533.39&lt;br&gt;Mortality Rate: 2.224318269973217&lt;/div&gt;`)[0];\n",
              "                popup_7a6f7f9e2ffa87014a1ded3e459d6d69.setContent(html_bb3392946515c6f59607e0b0247f0952);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d0c0edd84b816c90f55b24b3f2e3945c.bindPopup(popup_7a6f7f9e2ffa87014a1ded3e459d6d69)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e9185642819d81b7f09561346dc51496 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7ff1031d934f43c03df7839454bd5ca6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6dab9e82a7ae79ccd488275dc22b382f = $(`&lt;div id=&quot;html_6dab9e82a7ae79ccd488275dc22b382f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 222.77&lt;br&gt;Mortality Rate: 0.6345652129006757&lt;/div&gt;`)[0];\n",
              "                popup_7ff1031d934f43c03df7839454bd5ca6.setContent(html_6dab9e82a7ae79ccd488275dc22b382f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e9185642819d81b7f09561346dc51496.bindPopup(popup_7ff1031d934f43c03df7839454bd5ca6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7b828f993fcb5e61e33cbed22ded75c = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c913285e9495dea96bbfc9dd7baf3230 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4acf293dbec3fb7efe6ae2abc93d8225 = $(`&lt;div id=&quot;html_4acf293dbec3fb7efe6ae2abc93d8225&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 358.72&lt;br&gt;Mortality Rate: 0.8483746754886982&lt;/div&gt;`)[0];\n",
              "                popup_c913285e9495dea96bbfc9dd7baf3230.setContent(html_4acf293dbec3fb7efe6ae2abc93d8225);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7b828f993fcb5e61e33cbed22ded75c.bindPopup(popup_c913285e9495dea96bbfc9dd7baf3230)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26c33371556c13bddcdbb5406ad12d6e = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a0ed1d99183bcaaf671a72fb25830429 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e78e3dcf04c851d5a08e6edb72f08ab3 = $(`&lt;div id=&quot;html_e78e3dcf04c851d5a08e6edb72f08ab3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 461.79&lt;br&gt;Mortality Rate: 2.038174413557565&lt;/div&gt;`)[0];\n",
              "                popup_a0ed1d99183bcaaf671a72fb25830429.setContent(html_e78e3dcf04c851d5a08e6edb72f08ab3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26c33371556c13bddcdbb5406ad12d6e.bindPopup(popup_a0ed1d99183bcaaf671a72fb25830429)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_522f279a53009a636f7acc4b9e992727 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5c29e4546b8f2942a01f62b86ccc9c9d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a8ad91a66a0245976e61f5341f991e20 = $(`&lt;div id=&quot;html_a8ad91a66a0245976e61f5341f991e20&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 215.1&lt;br&gt;Mortality Rate: 0.9830912981958909&lt;/div&gt;`)[0];\n",
              "                popup_5c29e4546b8f2942a01f62b86ccc9c9d.setContent(html_a8ad91a66a0245976e61f5341f991e20);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_522f279a53009a636f7acc4b9e992727.bindPopup(popup_5c29e4546b8f2942a01f62b86ccc9c9d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_92b569d461eb5fa37bdcc1b682658dab = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a605580f2ac50e57b948d41cd0cba442 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba8dd2709e2b149fe4508e6a875c3d71 = $(`&lt;div id=&quot;html_ba8dd2709e2b149fe4508e6a875c3d71&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.74&lt;br&gt;Mortality Rate: 0.005663245311399207&lt;/div&gt;`)[0];\n",
              "                popup_a605580f2ac50e57b948d41cd0cba442.setContent(html_ba8dd2709e2b149fe4508e6a875c3d71);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_92b569d461eb5fa37bdcc1b682658dab.bindPopup(popup_a605580f2ac50e57b948d41cd0cba442)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c4010b695356270eb4fbab4afc549902 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2cd4134825992339e3b79e5b071ff364 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a81bf83075bd853bc4be1e40998eca7 = $(`&lt;div id=&quot;html_1a81bf83075bd853bc4be1e40998eca7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 378.24&lt;br&gt;Mortality Rate: 0.5718759642240829&lt;/div&gt;`)[0];\n",
              "                popup_2cd4134825992339e3b79e5b071ff364.setContent(html_1a81bf83075bd853bc4be1e40998eca7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c4010b695356270eb4fbab4afc549902.bindPopup(popup_2cd4134825992339e3b79e5b071ff364)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66eb8b41a4f958dd42b92cbd8a6c4b37 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6d4b34e1fa46a109fbb7ed99e9d9208d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b4c19d9029bbe4d13da36568b5a96344 = $(`&lt;div id=&quot;html_b4c19d9029bbe4d13da36568b5a96344&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.2&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_6d4b34e1fa46a109fbb7ed99e9d9208d.setContent(html_b4c19d9029bbe4d13da36568b5a96344);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66eb8b41a4f958dd42b92cbd8a6c4b37.bindPopup(popup_6d4b34e1fa46a109fbb7ed99e9d9208d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0ca0c4f569747a77ca1570cdbbc6493d = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3ef6c200477598e5d523bc8fd8e8d49a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5f8609f94f99529e23dc36d42587728b = $(`&lt;div id=&quot;html_5f8609f94f99529e23dc36d42587728b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 118.87&lt;br&gt;Mortality Rate: 0.1312518047123148&lt;/div&gt;`)[0];\n",
              "                popup_3ef6c200477598e5d523bc8fd8e8d49a.setContent(html_5f8609f94f99529e23dc36d42587728b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0ca0c4f569747a77ca1570cdbbc6493d.bindPopup(popup_3ef6c200477598e5d523bc8fd8e8d49a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a09630171624018329f792864c04e4f0 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d96328c2e6c8c17bb39034830494d32c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b94a28677fcd520f5d7d82e8f90fcf0a = $(`&lt;div id=&quot;html_b94a28677fcd520f5d7d82e8f90fcf0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 333.72&lt;br&gt;Mortality Rate: 0.6067149229549331&lt;/div&gt;`)[0];\n",
              "                popup_d96328c2e6c8c17bb39034830494d32c.setContent(html_b94a28677fcd520f5d7d82e8f90fcf0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a09630171624018329f792864c04e4f0.bindPopup(popup_d96328c2e6c8c17bb39034830494d32c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5bc99ebaa91144a3df6b4c5d793b3345 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d5f2a451f330bbc7322544765d82c2bd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa2f2832c3032ac93094ccfe210dacf3 = $(`&lt;div id=&quot;html_aa2f2832c3032ac93094ccfe210dacf3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 370.17&lt;br&gt;Mortality Rate: 1.100330937745564&lt;/div&gt;`)[0];\n",
              "                popup_d5f2a451f330bbc7322544765d82c2bd.setContent(html_aa2f2832c3032ac93094ccfe210dacf3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5bc99ebaa91144a3df6b4c5d793b3345.bindPopup(popup_d5f2a451f330bbc7322544765d82c2bd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ee347052d6388217ce1793a97eca6a79 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_073e6790304f15e05484cab9f3f91951 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_89ad8f1afab02937809af0b1bff7c449 = $(`&lt;div id=&quot;html_89ad8f1afab02937809af0b1bff7c449&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 89.02&lt;br&gt;Mortality Rate: 0.4938085809822558&lt;/div&gt;`)[0];\n",
              "                popup_073e6790304f15e05484cab9f3f91951.setContent(html_89ad8f1afab02937809af0b1bff7c449);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ee347052d6388217ce1793a97eca6a79.bindPopup(popup_073e6790304f15e05484cab9f3f91951)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5884e4ef0b004c7eaab5f31ab0159269 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7546119b7b4e992d4ae80cbe326bb2be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ebfa5e301373b2f739a2582b5d26e4d9 = $(`&lt;div id=&quot;html_ebfa5e301373b2f739a2582b5d26e4d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.68&lt;br&gt;Mortality Rate: 0.24788899452227586&lt;/div&gt;`)[0];\n",
              "                popup_7546119b7b4e992d4ae80cbe326bb2be.setContent(html_ebfa5e301373b2f739a2582b5d26e4d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5884e4ef0b004c7eaab5f31ab0159269.bindPopup(popup_7546119b7b4e992d4ae80cbe326bb2be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c3361ae6fed9528ec7a90fdfcbf4bee0 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_417c89f22d59e94458f3cd16850bcc57 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_549d6b38efe858e3c1efab80ca356b4b = $(`&lt;div id=&quot;html_549d6b38efe858e3c1efab80ca356b4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.68&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_417c89f22d59e94458f3cd16850bcc57.setContent(html_549d6b38efe858e3c1efab80ca356b4b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c3361ae6fed9528ec7a90fdfcbf4bee0.bindPopup(popup_417c89f22d59e94458f3cd16850bcc57)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f69b55a2899f3ac45c4d8aee94895df3 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_59f4cf897faa9d73afb7b7ddf12703d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1182b54ff4daa7414c540f4eddf90091 = $(`&lt;div id=&quot;html_1182b54ff4daa7414c540f4eddf90091&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 383.33&lt;br&gt;Mortality Rate: 0.852826736104963&lt;/div&gt;`)[0];\n",
              "                popup_59f4cf897faa9d73afb7b7ddf12703d8.setContent(html_1182b54ff4daa7414c540f4eddf90091);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f69b55a2899f3ac45c4d8aee94895df3.bindPopup(popup_59f4cf897faa9d73afb7b7ddf12703d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ccea4cbd21e7981385de9d1dc2f3f3af = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f8d6b0f5bf9917741063984001272124 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74686670c15fe685665ec5b2427a9972 = $(`&lt;div id=&quot;html_74686670c15fe685665ec5b2427a9972&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_f8d6b0f5bf9917741063984001272124.setContent(html_74686670c15fe685665ec5b2427a9972);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ccea4cbd21e7981385de9d1dc2f3f3af.bindPopup(popup_f8d6b0f5bf9917741063984001272124)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c69de0753c064e1b649492d4e3cdbae9 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_df2c93be2d6a9d5e9df620faee957ac0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_32692f43b037e65f6c0a972ad469e7b6 = $(`&lt;div id=&quot;html_32692f43b037e65f6c0a972ad469e7b6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 23.47&lt;br&gt;Mortality Rate: 0.05654785393825822&lt;/div&gt;`)[0];\n",
              "                popup_df2c93be2d6a9d5e9df620faee957ac0.setContent(html_32692f43b037e65f6c0a972ad469e7b6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c69de0753c064e1b649492d4e3cdbae9.bindPopup(popup_df2c93be2d6a9d5e9df620faee957ac0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_00fb3d6a50384f5713c3de7e064c23af = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_89e65e5c4c0c0358c793e72f1110bd31 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3fa6d28f4f83bf6298dee6b1a0575c9e = $(`&lt;div id=&quot;html_3fa6d28f4f83bf6298dee6b1a0575c9e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_89e65e5c4c0c0358c793e72f1110bd31.setContent(html_3fa6d28f4f83bf6298dee6b1a0575c9e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_00fb3d6a50384f5713c3de7e064c23af.bindPopup(popup_89e65e5c4c0c0358c793e72f1110bd31)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed890a8c6fd620401763e275749b31c1 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_52eb869eddd1b715bae5b3ad056874b9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b656776e276408bc8938034cb4b0b56 = $(`&lt;div id=&quot;html_4b656776e276408bc8938034cb4b0b56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 399.79&lt;br&gt;Mortality Rate: 1.209306911684753&lt;/div&gt;`)[0];\n",
              "                popup_52eb869eddd1b715bae5b3ad056874b9.setContent(html_4b656776e276408bc8938034cb4b0b56);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed890a8c6fd620401763e275749b31c1.bindPopup(popup_52eb869eddd1b715bae5b3ad056874b9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_12ecc32633c10af2fc2f2dfee8bd39f5 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_974f0511912d581f7a8f897d2ea239c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b4d0257d59a5a76999f0afa9402726c9 = $(`&lt;div id=&quot;html_b4d0257d59a5a76999f0afa9402726c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 7.46&lt;br&gt;Mortality Rate: 0.014716328060309473&lt;/div&gt;`)[0];\n",
              "                popup_974f0511912d581f7a8f897d2ea239c2.setContent(html_b4d0257d59a5a76999f0afa9402726c9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_12ecc32633c10af2fc2f2dfee8bd39f5.bindPopup(popup_974f0511912d581f7a8f897d2ea239c2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0b52ff1c302749c70590d0cc1289f1ee = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bb43501b88f5428a07d414d9d807d23b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f1b1ce8ae1ecf6592a2f63e64f7fefe8 = $(`&lt;div id=&quot;html_f1b1ce8ae1ecf6592a2f63e64f7fefe8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 409.1&lt;br&gt;Mortality Rate: 1.3373514049501218&lt;/div&gt;`)[0];\n",
              "                popup_bb43501b88f5428a07d414d9d807d23b.setContent(html_f1b1ce8ae1ecf6592a2f63e64f7fefe8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0b52ff1c302749c70590d0cc1289f1ee.bindPopup(popup_bb43501b88f5428a07d414d9d807d23b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_be141dc57374c67c235f405dff7b06e5 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9a29395348ac3d79d5689a6fb5491be6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c3a1effd8bd4a0d8d21931dac947e7d = $(`&lt;div id=&quot;html_5c3a1effd8bd4a0d8d21931dac947e7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 424.66&lt;br&gt;Mortality Rate: 1.4530801849393395&lt;/div&gt;`)[0];\n",
              "                popup_9a29395348ac3d79d5689a6fb5491be6.setContent(html_5c3a1effd8bd4a0d8d21931dac947e7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be141dc57374c67c235f405dff7b06e5.bindPopup(popup_9a29395348ac3d79d5689a6fb5491be6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_38aca52acce130adfe4ae79a57503906 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fdef0673984e9a3047af91f72ca49f8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73332baa5e1fca65c99c002ee556b275 = $(`&lt;div id=&quot;html_73332baa5e1fca65c99c002ee556b275&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 72.03&lt;br&gt;Mortality Rate: 0.2946228970038426&lt;/div&gt;`)[0];\n",
              "                popup_fdef0673984e9a3047af91f72ca49f8b.setContent(html_73332baa5e1fca65c99c002ee556b275);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_38aca52acce130adfe4ae79a57503906.bindPopup(popup_fdef0673984e9a3047af91f72ca49f8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fee9c634bdd0971d17072aee4e3702b7 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3d15214b02602d00ecd2cf29b81fd1a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5922bffda8a3aae8b5cc841d900fe378 = $(`&lt;div id=&quot;html_5922bffda8a3aae8b5cc841d900fe378&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 36.57&lt;br&gt;Mortality Rate: 0.09195190915151376&lt;/div&gt;`)[0];\n",
              "                popup_3d15214b02602d00ecd2cf29b81fd1a4.setContent(html_5922bffda8a3aae8b5cc841d900fe378);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fee9c634bdd0971d17072aee4e3702b7.bindPopup(popup_3d15214b02602d00ecd2cf29b81fd1a4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e446b75fc6e61785ac7e5933c0e7608 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_079880b01676f75b2aa40bd6ad4076cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2968c03eb7f8282d6648616f6fc26dd0 = $(`&lt;div id=&quot;html_2968c03eb7f8282d6648616f6fc26dd0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 86.42&lt;br&gt;Mortality Rate: 0.32881524011471813&lt;/div&gt;`)[0];\n",
              "                popup_079880b01676f75b2aa40bd6ad4076cc.setContent(html_2968c03eb7f8282d6648616f6fc26dd0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e446b75fc6e61785ac7e5933c0e7608.bindPopup(popup_079880b01676f75b2aa40bd6ad4076cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf37ae32752d51eecbefd07593db2c25 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f8209b6892c27707bc9bc3596a9a08b1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_addb64180525ff8a1da65bf1c844ae92 = $(`&lt;div id=&quot;html_addb64180525ff8a1da65bf1c844ae92&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 86.42&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_f8209b6892c27707bc9bc3596a9a08b1.setContent(html_addb64180525ff8a1da65bf1c844ae92);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf37ae32752d51eecbefd07593db2c25.bindPopup(popup_f8209b6892c27707bc9bc3596a9a08b1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5df7f9f4a14cc6cbfc909599af7b5897 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8490503631f89cf216f34826a8cd0f18 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c8296021f6f51c19292a7dd4ef78e64 = $(`&lt;div id=&quot;html_1c8296021f6f51c19292a7dd4ef78e64&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 413.85&lt;br&gt;Mortality Rate: 2.0701510131574192&lt;/div&gt;`)[0];\n",
              "                popup_8490503631f89cf216f34826a8cd0f18.setContent(html_1c8296021f6f51c19292a7dd4ef78e64);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5df7f9f4a14cc6cbfc909599af7b5897.bindPopup(popup_8490503631f89cf216f34826a8cd0f18)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ef7d13c651dd822f772460847b184609 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_31d8ff950a6da56b73ffd96ab47a82fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52aa98a6c3e13004cd4c2fc0b1daa48b = $(`&lt;div id=&quot;html_52aa98a6c3e13004cd4c2fc0b1daa48b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 63.1&lt;br&gt;Mortality Rate: 0.16085809624748906&lt;/div&gt;`)[0];\n",
              "                popup_31d8ff950a6da56b73ffd96ab47a82fb.setContent(html_52aa98a6c3e13004cd4c2fc0b1daa48b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ef7d13c651dd822f772460847b184609.bindPopup(popup_31d8ff950a6da56b73ffd96ab47a82fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_59e0264be7465284a0fa756c0d7b90fc = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7e72302f4193b55d5ade1dd0917823ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8141a734cdf4139364e8aad5114eb6c9 = $(`&lt;div id=&quot;html_8141a734cdf4139364e8aad5114eb6c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.57&lt;br&gt;Mortality Rate: 0.0008503769305632825&lt;/div&gt;`)[0];\n",
              "                popup_7e72302f4193b55d5ade1dd0917823ad.setContent(html_8141a734cdf4139364e8aad5114eb6c9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_59e0264be7465284a0fa756c0d7b90fc.bindPopup(popup_7e72302f4193b55d5ade1dd0917823ad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_52e8c36245d7045484d00c92b8a5db2c = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_537b042939e440a7d4fd34bd6d1a5349 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a004fc75a703f029ec6938e27257722 = $(`&lt;div id=&quot;html_9a004fc75a703f029ec6938e27257722&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 267.14&lt;br&gt;Mortality Rate: 0.7529560665321229&lt;/div&gt;`)[0];\n",
              "                popup_537b042939e440a7d4fd34bd6d1a5349.setContent(html_9a004fc75a703f029ec6938e27257722);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_52e8c36245d7045484d00c92b8a5db2c.bindPopup(popup_537b042939e440a7d4fd34bd6d1a5349)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_02cb08a9c654ae56f772393952fba410 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0bf886350118ec779a3f31d5f361aec1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e08e32d9016a5df117b937b458971014 = $(`&lt;div id=&quot;html_e08e32d9016a5df117b937b458971014&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 35.05&lt;br&gt;Mortality Rate: 0.09758230103431936&lt;/div&gt;`)[0];\n",
              "                popup_0bf886350118ec779a3f31d5f361aec1.setContent(html_e08e32d9016a5df117b937b458971014);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_02cb08a9c654ae56f772393952fba410.bindPopup(popup_0bf886350118ec779a3f31d5f361aec1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_22151a7f9eacfb095438d4526ec310b0 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f4c223937e2c9c04d5c5cf529b81330e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_629df1f30e197611e6b22ab582d4f3e9 = $(`&lt;div id=&quot;html_629df1f30e197611e6b22ab582d4f3e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 379.9&lt;br&gt;Mortality Rate: 0.7893956141616802&lt;/div&gt;`)[0];\n",
              "                popup_f4c223937e2c9c04d5c5cf529b81330e.setContent(html_629df1f30e197611e6b22ab582d4f3e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_22151a7f9eacfb095438d4526ec310b0.bindPopup(popup_f4c223937e2c9c04d5c5cf529b81330e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_17c7006b703e8932e1bc9c5259fac172 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_240fe0a393e0632c881b5a2ae23c7a9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5918abf1122364798c571bd467a2c708 = $(`&lt;div id=&quot;html_5918abf1122364798c571bd467a2c708&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 379.9&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_240fe0a393e0632c881b5a2ae23c7a9e.setContent(html_5918abf1122364798c571bd467a2c708);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_17c7006b703e8932e1bc9c5259fac172.bindPopup(popup_240fe0a393e0632c881b5a2ae23c7a9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b30966dc6af72964d6bad294d0c84455 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ea0c1f21a3798436427abb5afc3cf179 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d221bd7cffa50e38e0cd450e35bbd601 = $(`&lt;div id=&quot;html_d221bd7cffa50e38e0cd450e35bbd601&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 410.46&lt;br&gt;Mortality Rate: 0.9006268202720812&lt;/div&gt;`)[0];\n",
              "                popup_ea0c1f21a3798436427abb5afc3cf179.setContent(html_d221bd7cffa50e38e0cd450e35bbd601);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b30966dc6af72964d6bad294d0c84455.bindPopup(popup_ea0c1f21a3798436427abb5afc3cf179)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e26fec931dfd6b9eeabb9dcd92a3ba77 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_76218dead3a8214afbd7d454534d4676 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c25e8fd563c6621ca8d02da1c4c72661 = $(`&lt;div id=&quot;html_c25e8fd563c6621ca8d02da1c4c72661&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 176.72&lt;br&gt;Mortality Rate: 0.5219028821829919&lt;/div&gt;`)[0];\n",
              "                popup_76218dead3a8214afbd7d454534d4676.setContent(html_c25e8fd563c6621ca8d02da1c4c72661);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e26fec931dfd6b9eeabb9dcd92a3ba77.bindPopup(popup_76218dead3a8214afbd7d454534d4676)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e764baf4f736c14f88a83e96960b9d74 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_17639ee7e5adbc1607138ed212379850 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0f22d22259cbd2fde859877d6a0aca4f = $(`&lt;div id=&quot;html_0f22d22259cbd2fde859877d6a0aca4f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2008-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 74.73&lt;br&gt;Mortality Rate: 0.14852178987561063&lt;/div&gt;`)[0];\n",
              "                popup_17639ee7e5adbc1607138ed212379850.setContent(html_0f22d22259cbd2fde859877d6a0aca4f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e764baf4f736c14f88a83e96960b9d74.bindPopup(popup_17639ee7e5adbc1607138ed212379850)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_97cfa2229c64e66259189051b2442ce2 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_459b13202ff6ec492958a8352367c40c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_34706d0f80d9efe62903ec82cc781636 = $(`&lt;div id=&quot;html_34706d0f80d9efe62903ec82cc781636&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_459b13202ff6ec492958a8352367c40c.setContent(html_34706d0f80d9efe62903ec82cc781636);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_97cfa2229c64e66259189051b2442ce2.bindPopup(popup_459b13202ff6ec492958a8352367c40c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d6bc2c1f2d5c0f0f300f8581b6193104 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fa9e9a96131096e952470227e09e3ba2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d15d79dda08461a1ac3023c1734fdea = $(`&lt;div id=&quot;html_7d15d79dda08461a1ac3023c1734fdea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 204.35&lt;br&gt;Mortality Rate: 0.5927756017791975&lt;/div&gt;`)[0];\n",
              "                popup_fa9e9a96131096e952470227e09e3ba2.setContent(html_7d15d79dda08461a1ac3023c1734fdea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d6bc2c1f2d5c0f0f300f8581b6193104.bindPopup(popup_fa9e9a96131096e952470227e09e3ba2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b45e10c083350b5d538dc848343181a = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b4678050411597c3c2520f8c5705e4e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_102ad307cff7a53237557609f36cd27a = $(`&lt;div id=&quot;html_102ad307cff7a53237557609f36cd27a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 417.96&lt;br&gt;Mortality Rate: 1.0365751417768345&lt;/div&gt;`)[0];\n",
              "                popup_b4678050411597c3c2520f8c5705e4e1.setContent(html_102ad307cff7a53237557609f36cd27a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b45e10c083350b5d538dc848343181a.bindPopup(popup_b4678050411597c3c2520f8c5705e4e1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8379f690c63deb2ed3bf9b39af38c10 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2a6387c54464f1c43940a9f8cfd5cd38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad031445a06a34814fdad973c71c2754 = $(`&lt;div id=&quot;html_ad031445a06a34814fdad973c71c2754&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.1&lt;br&gt;Mortality Rate: 0.0029282619740292446&lt;/div&gt;`)[0];\n",
              "                popup_2a6387c54464f1c43940a9f8cfd5cd38.setContent(html_ad031445a06a34814fdad973c71c2754);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8379f690c63deb2ed3bf9b39af38c10.bindPopup(popup_2a6387c54464f1c43940a9f8cfd5cd38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7f568ffa9758a0dc6c74496af5df523e = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5635dd659b88af3425d92ddeff1b62e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dd7c177abc4da45d9e6ab2f409b41d2f = $(`&lt;div id=&quot;html_dd7c177abc4da45d9e6ab2f409b41d2f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 552.03&lt;br&gt;Mortality Rate: 2.3115622457271945&lt;/div&gt;`)[0];\n",
              "                popup_5635dd659b88af3425d92ddeff1b62e3.setContent(html_dd7c177abc4da45d9e6ab2f409b41d2f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7f568ffa9758a0dc6c74496af5df523e.bindPopup(popup_5635dd659b88af3425d92ddeff1b62e3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bc1ed57e3dc786756d928deaa6d0eb4d = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_60bf03bdef7fd7e49be639ffda05baf9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_534c3e923da387734337b5e829d4d889 = $(`&lt;div id=&quot;html_534c3e923da387734337b5e829d4d889&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 220.65&lt;br&gt;Mortality Rate: 0.5956805581485495&lt;/div&gt;`)[0];\n",
              "                popup_60bf03bdef7fd7e49be639ffda05baf9.setContent(html_534c3e923da387734337b5e829d4d889);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bc1ed57e3dc786756d928deaa6d0eb4d.bindPopup(popup_60bf03bdef7fd7e49be639ffda05baf9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cb622d2473a797276ad674ed7ee63298 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3619bb42319805291e70730c76d865f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0dd392218df5275cec31b828734bf76 = $(`&lt;div id=&quot;html_d0dd392218df5275cec31b828734bf76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 322.98&lt;br&gt;Mortality Rate: 0.7483200455669297&lt;/div&gt;`)[0];\n",
              "                popup_3619bb42319805291e70730c76d865f1.setContent(html_d0dd392218df5275cec31b828734bf76);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cb622d2473a797276ad674ed7ee63298.bindPopup(popup_3619bb42319805291e70730c76d865f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6280cbda67ad3024144b00976ee0a74f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_73fb19b8643d7eb0e1d43bb06a8eae60 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4dc185548854e67df08b0f109a1e2bec = $(`&lt;div id=&quot;html_4dc185548854e67df08b0f109a1e2bec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 448.45&lt;br&gt;Mortality Rate: 1.8683153176442753&lt;/div&gt;`)[0];\n",
              "                popup_73fb19b8643d7eb0e1d43bb06a8eae60.setContent(html_4dc185548854e67df08b0f109a1e2bec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6280cbda67ad3024144b00976ee0a74f.bindPopup(popup_73fb19b8643d7eb0e1d43bb06a8eae60)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_965facdf307d37a2aacaccf22c38e897 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7f8c8da8557199f43a9624b16e1782bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6db47cba9c032a1dff77be711a828cce = $(`&lt;div id=&quot;html_6db47cba9c032a1dff77be711a828cce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 222.91&lt;br&gt;Mortality Rate: 0.9964224476275839&lt;/div&gt;`)[0];\n",
              "                popup_7f8c8da8557199f43a9624b16e1782bf.setContent(html_6db47cba9c032a1dff77be711a828cce);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_965facdf307d37a2aacaccf22c38e897.bindPopup(popup_7f8c8da8557199f43a9624b16e1782bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cdfabfc189811d1466858752e5d56cb2 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9a07f592e8823061cd175f8e72611813 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fbadfa8f9f08fcb65dc3dbd52e3486c2 = $(`&lt;div id=&quot;html_fbadfa8f9f08fcb65dc3dbd52e3486c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 4.33&lt;br&gt;Mortality Rate: 0.0066585062972823305&lt;/div&gt;`)[0];\n",
              "                popup_9a07f592e8823061cd175f8e72611813.setContent(html_fbadfa8f9f08fcb65dc3dbd52e3486c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cdfabfc189811d1466858752e5d56cb2.bindPopup(popup_9a07f592e8823061cd175f8e72611813)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cdc3c53f6de9ae1d07517fe09d844dd9 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2b5ae0a69d7cf43c282a996d66593d3c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5d2e46ecf8ebb1e6a20c212fba7a7063 = $(`&lt;div id=&quot;html_5d2e46ecf8ebb1e6a20c212fba7a7063&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 351.29&lt;br&gt;Mortality Rate: 0.5126062819660319&lt;/div&gt;`)[0];\n",
              "                popup_2b5ae0a69d7cf43c282a996d66593d3c.setContent(html_5d2e46ecf8ebb1e6a20c212fba7a7063);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cdc3c53f6de9ae1d07517fe09d844dd9.bindPopup(popup_2b5ae0a69d7cf43c282a996d66593d3c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0f660e07dce113217ad6e04b61ccc1e6 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b61dccc7fabc902cc08c84e7006cb02a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8397f870dbda1d02712981e471a35e29 = $(`&lt;div id=&quot;html_8397f870dbda1d02712981e471a35e29&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.36&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_b61dccc7fabc902cc08c84e7006cb02a.setContent(html_8397f870dbda1d02712981e471a35e29);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0f660e07dce113217ad6e04b61ccc1e6.bindPopup(popup_b61dccc7fabc902cc08c84e7006cb02a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5ba1267ba51601ad30dfc8ce52ddf94b = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9200388d782040cd879f387cf1d0b4a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b2ffc41c4ef301730f18f318afed0ae4 = $(`&lt;div id=&quot;html_b2ffc41c4ef301730f18f318afed0ae4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 145.95&lt;br&gt;Mortality Rate: 0.13667629851555027&lt;/div&gt;`)[0];\n",
              "                popup_9200388d782040cd879f387cf1d0b4a6.setContent(html_b2ffc41c4ef301730f18f318afed0ae4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5ba1267ba51601ad30dfc8ce52ddf94b.bindPopup(popup_9200388d782040cd879f387cf1d0b4a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6f9209b14d4207c1d5a9b8ca96fc86d7 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6f8c2b36dad330628c0a29cd45cb3189 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_50e03abd031d2fa451e33eb339066a94 = $(`&lt;div id=&quot;html_50e03abd031d2fa451e33eb339066a94&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 351.39&lt;br&gt;Mortality Rate: 0.6300809570465223&lt;/div&gt;`)[0];\n",
              "                popup_6f8c2b36dad330628c0a29cd45cb3189.setContent(html_50e03abd031d2fa451e33eb339066a94);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6f9209b14d4207c1d5a9b8ca96fc86d7.bindPopup(popup_6f8c2b36dad330628c0a29cd45cb3189)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed8a2d028a312a77e45075a1f21bd4e0 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5521476e7f6f02660affcdddbee2bb7e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1be87b72dda4d19e20d39f171d7ad39d = $(`&lt;div id=&quot;html_1be87b72dda4d19e20d39f171d7ad39d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 398.14&lt;br&gt;Mortality Rate: 1.2323722127307941&lt;/div&gt;`)[0];\n",
              "                popup_5521476e7f6f02660affcdddbee2bb7e.setContent(html_1be87b72dda4d19e20d39f171d7ad39d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed8a2d028a312a77e45075a1f21bd4e0.bindPopup(popup_5521476e7f6f02660affcdddbee2bb7e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_698bc232e2676e2263cfcb7798646b7b = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d3ee5a66f7454726f512cc0d58c85272 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1738709041793515e4c52d68dbab250 = $(`&lt;div id=&quot;html_d1738709041793515e4c52d68dbab250&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 113.8&lt;br&gt;Mortality Rate: 0.5068111755138175&lt;/div&gt;`)[0];\n",
              "                popup_d3ee5a66f7454726f512cc0d58c85272.setContent(html_d1738709041793515e4c52d68dbab250);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_698bc232e2676e2263cfcb7798646b7b.bindPopup(popup_d3ee5a66f7454726f512cc0d58c85272)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d0a54ba6f2d6b554c3045d6c1240e80a = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_02afe5e18012e6f0d97f9bec192dfa50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a7ba0016f50910c5a6d337fbcfeef74 = $(`&lt;div id=&quot;html_5a7ba0016f50910c5a6d337fbcfeef74&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.94&lt;br&gt;Mortality Rate: 0.24415052019544725&lt;/div&gt;`)[0];\n",
              "                popup_02afe5e18012e6f0d97f9bec192dfa50.setContent(html_5a7ba0016f50910c5a6d337fbcfeef74);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d0a54ba6f2d6b554c3045d6c1240e80a.bindPopup(popup_02afe5e18012e6f0d97f9bec192dfa50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aab7f95b30cb25c8bed25b7944b023f1 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4e500c791d5919c0bdf7d5320dba4da2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19577a18a4ed924f831f8f4827012d39 = $(`&lt;div id=&quot;html_19577a18a4ed924f831f8f4827012d39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.94&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_4e500c791d5919c0bdf7d5320dba4da2.setContent(html_19577a18a4ed924f831f8f4827012d39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aab7f95b30cb25c8bed25b7944b023f1.bindPopup(popup_4e500c791d5919c0bdf7d5320dba4da2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e52b44a1b15648d7dbc5526a5852f43e = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b330f6db6cfec68dbf2eacdcd7ee8330 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_54eda2a9a95534cb8cc44b9df60a2864 = $(`&lt;div id=&quot;html_54eda2a9a95534cb8cc44b9df60a2864&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 368.81&lt;br&gt;Mortality Rate: 0.7800124248860327&lt;/div&gt;`)[0];\n",
              "                popup_b330f6db6cfec68dbf2eacdcd7ee8330.setContent(html_54eda2a9a95534cb8cc44b9df60a2864);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e52b44a1b15648d7dbc5526a5852f43e.bindPopup(popup_b330f6db6cfec68dbf2eacdcd7ee8330)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_71edcb85d769a0ac02a41993980e4523 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7f6ed232e3295f32b4bda6e0c60f1c3a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_44dc7887d0e60dc6af4b684e2c04a03c = $(`&lt;div id=&quot;html_44dc7887d0e60dc6af4b684e2c04a03c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_7f6ed232e3295f32b4bda6e0c60f1c3a.setContent(html_44dc7887d0e60dc6af4b684e2c04a03c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_71edcb85d769a0ac02a41993980e4523.bindPopup(popup_7f6ed232e3295f32b4bda6e0c60f1c3a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6fe0e171a21adfb41f11f74ae0d6f9b6 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_068fb1193e6c6d3876843b7f4d0d194a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_357f2a6700bb3f5d1d017719cc9694f1 = $(`&lt;div id=&quot;html_357f2a6700bb3f5d1d017719cc9694f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 42.92&lt;br&gt;Mortality Rate: 0.10332862119462283&lt;/div&gt;`)[0];\n",
              "                popup_068fb1193e6c6d3876843b7f4d0d194a.setContent(html_357f2a6700bb3f5d1d017719cc9694f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6fe0e171a21adfb41f11f74ae0d6f9b6.bindPopup(popup_068fb1193e6c6d3876843b7f4d0d194a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d0d1535bcfd7ff4e4cb5487274c99eb = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fe535343e9227a16df036f9a04ac8ee3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e80fed80eca49ee22c97a857770a6f5c = $(`&lt;div id=&quot;html_e80fed80eca49ee22c97a857770a6f5c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_fe535343e9227a16df036f9a04ac8ee3.setContent(html_e80fed80eca49ee22c97a857770a6f5c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d0d1535bcfd7ff4e4cb5487274c99eb.bindPopup(popup_fe535343e9227a16df036f9a04ac8ee3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb963931017b9d48a1442ab810ccd3f1 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c0440e30db7b1f5343b5ab9953bc8ef3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43e58694827eef15e2bbfb438c680225 = $(`&lt;div id=&quot;html_43e58694827eef15e2bbfb438c680225&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 402.3&lt;br&gt;Mortality Rate: 1.1796319059967038&lt;/div&gt;`)[0];\n",
              "                popup_c0440e30db7b1f5343b5ab9953bc8ef3.setContent(html_43e58694827eef15e2bbfb438c680225);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb963931017b9d48a1442ab810ccd3f1.bindPopup(popup_c0440e30db7b1f5343b5ab9953bc8ef3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3b2537bd31b275baf7c51a7c46b0c50 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_07700004aa63ebe3b7080946224ef4fd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bca0b88ec1fafdfc31997414199e0634 = $(`&lt;div id=&quot;html_bca0b88ec1fafdfc31997414199e0634&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.36&lt;br&gt;Mortality Rate: 0.00967155870225091&lt;/div&gt;`)[0];\n",
              "                popup_07700004aa63ebe3b7080946224ef4fd.setContent(html_bca0b88ec1fafdfc31997414199e0634);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3b2537bd31b275baf7c51a7c46b0c50.bindPopup(popup_07700004aa63ebe3b7080946224ef4fd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0d3e6908bbcc047a2b8c0e502dc8b30a = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_379962e27ae585872958aa59036234d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_69eeae611739ee686917b72f485bc1d9 = $(`&lt;div id=&quot;html_69eeae611739ee686917b72f485bc1d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 419.1&lt;br&gt;Mortality Rate: 1.417515930219109&lt;/div&gt;`)[0];\n",
              "                popup_379962e27ae585872958aa59036234d9.setContent(html_69eeae611739ee686917b72f485bc1d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0d3e6908bbcc047a2b8c0e502dc8b30a.bindPopup(popup_379962e27ae585872958aa59036234d9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a27a9fe2f4a3f683daeeb64554ddb571 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_15c7b7f362250b27623547d2cc5e7062 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1fcb87aa8e19c8a006c65d10683d25b6 = $(`&lt;div id=&quot;html_1fcb87aa8e19c8a006c65d10683d25b6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 416.59&lt;br&gt;Mortality Rate: 1.3426800488427024&lt;/div&gt;`)[0];\n",
              "                popup_15c7b7f362250b27623547d2cc5e7062.setContent(html_1fcb87aa8e19c8a006c65d10683d25b6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a27a9fe2f4a3f683daeeb64554ddb571.bindPopup(popup_15c7b7f362250b27623547d2cc5e7062)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_93936d95de73819229f0ad6b192296bf = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d0b1429d3a3c24dc00c5ae04ed275f71 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff22d91d270fcf16e20171547f0efb18 = $(`&lt;div id=&quot;html_ff22d91d270fcf16e20171547f0efb18&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 158.16&lt;br&gt;Mortality Rate: 0.2841571817342489&lt;/div&gt;`)[0];\n",
              "                popup_d0b1429d3a3c24dc00c5ae04ed275f71.setContent(html_ff22d91d270fcf16e20171547f0efb18);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_93936d95de73819229f0ad6b192296bf.bindPopup(popup_d0b1429d3a3c24dc00c5ae04ed275f71)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0b8dc949bbad21e67e949378734b0fc5 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_01284449c13d0fd5b9fb691aa1505d2c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c10ed1a5e29ffad57d2ca413d4db8c8 = $(`&lt;div id=&quot;html_7c10ed1a5e29ffad57d2ca413d4db8c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 35.15&lt;br&gt;Mortality Rate: 0.1291206323542621&lt;/div&gt;`)[0];\n",
              "                popup_01284449c13d0fd5b9fb691aa1505d2c.setContent(html_7c10ed1a5e29ffad57d2ca413d4db8c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0b8dc949bbad21e67e949378734b0fc5.bindPopup(popup_01284449c13d0fd5b9fb691aa1505d2c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bbb7356633756601d6e25608dfc64200 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_50e5d975ed31d1f4edbdd792d7d93f35 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ecb567df6599d3b1c369c125b466b164 = $(`&lt;div id=&quot;html_ecb567df6599d3b1c369c125b466b164&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 57.12&lt;br&gt;Mortality Rate: 0.3211964481593279&lt;/div&gt;`)[0];\n",
              "                popup_50e5d975ed31d1f4edbdd792d7d93f35.setContent(html_ecb567df6599d3b1c369c125b466b164);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bbb7356633756601d6e25608dfc64200.bindPopup(popup_50e5d975ed31d1f4edbdd792d7d93f35)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_afd23b7b7550886aec962f2929d35cab = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_67c4c61c63781b76578c7f1b77dcc7b1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f73703d3b60bb5e027906c0a0ecac63 = $(`&lt;div id=&quot;html_9f73703d3b60bb5e027906c0a0ecac63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 57.12&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_67c4c61c63781b76578c7f1b77dcc7b1.setContent(html_9f73703d3b60bb5e027906c0a0ecac63);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_afd23b7b7550886aec962f2929d35cab.bindPopup(popup_67c4c61c63781b76578c7f1b77dcc7b1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2a98c20ddda523c9b0988e4f0e3c45c9 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_494a16f8bd37a7c0c5a582191f5e1b67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_739d69d885a482a9a01998dbfc814297 = $(`&lt;div id=&quot;html_739d69d885a482a9a01998dbfc814297&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 442.15&lt;br&gt;Mortality Rate: 2.2602806907905983&lt;/div&gt;`)[0];\n",
              "                popup_494a16f8bd37a7c0c5a582191f5e1b67.setContent(html_739d69d885a482a9a01998dbfc814297);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2a98c20ddda523c9b0988e4f0e3c45c9.bindPopup(popup_494a16f8bd37a7c0c5a582191f5e1b67)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43f52932ca6fcaf8d4348096b8e4069e = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_560c959106aca459871780c13b727256 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4fb7b9fb0d1f8fc8547e37a51771a966 = $(`&lt;div id=&quot;html_4fb7b9fb0d1f8fc8547e37a51771a966&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 38.44&lt;br&gt;Mortality Rate: 0.09820940888762755&lt;/div&gt;`)[0];\n",
              "                popup_560c959106aca459871780c13b727256.setContent(html_4fb7b9fb0d1f8fc8547e37a51771a966);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43f52932ca6fcaf8d4348096b8e4069e.bindPopup(popup_560c959106aca459871780c13b727256)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dec932cdb73ed3a3f10f07da74473663 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8443b390229e80d3aa2795266d0aab42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_925aae7761f750f2676925550fdf90d5 = $(`&lt;div id=&quot;html_925aae7761f750f2676925550fdf90d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.2&lt;br&gt;Mortality Rate: 0.0008794081481542425&lt;/div&gt;`)[0];\n",
              "                popup_8443b390229e80d3aa2795266d0aab42.setContent(html_925aae7761f750f2676925550fdf90d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dec932cdb73ed3a3f10f07da74473663.bindPopup(popup_8443b390229e80d3aa2795266d0aab42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e12159a7c479ba24407783bfd20e2502 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_64102795e84471ae038e0cea466f96e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e7efc57b63f419a24cf5da7f612de7f = $(`&lt;div id=&quot;html_5e7efc57b63f419a24cf5da7f612de7f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 255.07&lt;br&gt;Mortality Rate: 0.6871648080603067&lt;/div&gt;`)[0];\n",
              "                popup_64102795e84471ae038e0cea466f96e7.setContent(html_5e7efc57b63f419a24cf5da7f612de7f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e12159a7c479ba24407783bfd20e2502.bindPopup(popup_64102795e84471ae038e0cea466f96e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_324b3f2c6cf3ac65258ba0d524361024 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3f2ad8be02b1b1ddc3c74021a737f2cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2f85132aee2b6e434bca21e9e4f4038e = $(`&lt;div id=&quot;html_2f85132aee2b6e434bca21e9e4f4038e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 32.29&lt;br&gt;Mortality Rate: 0.086985143781192&lt;/div&gt;`)[0];\n",
              "                popup_3f2ad8be02b1b1ddc3c74021a737f2cc.setContent(html_2f85132aee2b6e434bca21e9e4f4038e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_324b3f2c6cf3ac65258ba0d524361024.bindPopup(popup_3f2ad8be02b1b1ddc3c74021a737f2cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b476ab276002e3733f0f1997903ae195 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6b106594871d852f30ddd1ea01019435 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce979d3a39bb754d5655260a9c29769f = $(`&lt;div id=&quot;html_ce979d3a39bb754d5655260a9c29769f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 326.88&lt;br&gt;Mortality Rate: 0.6473266752351755&lt;/div&gt;`)[0];\n",
              "                popup_6b106594871d852f30ddd1ea01019435.setContent(html_ce979d3a39bb754d5655260a9c29769f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b476ab276002e3733f0f1997903ae195.bindPopup(popup_6b106594871d852f30ddd1ea01019435)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_215050539a03d9ce86a4dac9c2951439 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1d55c7c176772434c2feba387d91c77b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6998d91ccb1b2e41aec77ecbd77f11d2 = $(`&lt;div id=&quot;html_6998d91ccb1b2e41aec77ecbd77f11d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 326.88&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_1d55c7c176772434c2feba387d91c77b.setContent(html_6998d91ccb1b2e41aec77ecbd77f11d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_215050539a03d9ce86a4dac9c2951439.bindPopup(popup_1d55c7c176772434c2feba387d91c77b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_963e4027dc3a90f94ea86a92ae718a64 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d7bde1894468cde17a0c7e4182efb697 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cdd5f1bca5ef88022da408646a639cce = $(`&lt;div id=&quot;html_cdd5f1bca5ef88022da408646a639cce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 433.79&lt;br&gt;Mortality Rate: 0.9429997975329583&lt;/div&gt;`)[0];\n",
              "                popup_d7bde1894468cde17a0c7e4182efb697.setContent(html_cdd5f1bca5ef88022da408646a639cce);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_963e4027dc3a90f94ea86a92ae718a64.bindPopup(popup_d7bde1894468cde17a0c7e4182efb697)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b2d1f2e5a307faa60c5df414ba92404 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d88d70a4cc33713d68463414f04db0a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a12a31141b5c76af3157af3cb9dedd1 = $(`&lt;div id=&quot;html_2a12a31141b5c76af3157af3cb9dedd1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 172.0&lt;br&gt;Mortality Rate: 0.5031503398348426&lt;/div&gt;`)[0];\n",
              "                popup_d88d70a4cc33713d68463414f04db0a9.setContent(html_2a12a31141b5c76af3157af3cb9dedd1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b2d1f2e5a307faa60c5df414ba92404.bindPopup(popup_d88d70a4cc33713d68463414f04db0a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_015783ca576a706fae9fa1d8b83e9728 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_238f6fd1d7a9c1254fd021abb2c9d42b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_477a70bbdfe05459808d45a0b2a7ff63 = $(`&lt;div id=&quot;html_477a70bbdfe05459808d45a0b2a7ff63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2009-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 90.5&lt;br&gt;Mortality Rate: 0.17949795777696986&lt;/div&gt;`)[0];\n",
              "                popup_238f6fd1d7a9c1254fd021abb2c9d42b.setContent(html_477a70bbdfe05459808d45a0b2a7ff63);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_015783ca576a706fae9fa1d8b83e9728.bindPopup(popup_238f6fd1d7a9c1254fd021abb2c9d42b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b721cfe5fed550d444680188f8576665 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5ff5ae265edfd3ac22dc4baea36d66ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_265c150f7fab61e81102b5934fce5275 = $(`&lt;div id=&quot;html_265c150f7fab61e81102b5934fce5275&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 2.7889067552453198e-05&lt;/div&gt;`)[0];\n",
              "                popup_5ff5ae265edfd3ac22dc4baea36d66ca.setContent(html_265c150f7fab61e81102b5934fce5275);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b721cfe5fed550d444680188f8576665.bindPopup(popup_5ff5ae265edfd3ac22dc4baea36d66ca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_42ac861be406f35936381c8a573c70fc = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a34d08bc89f7cd8d92f23ad114998625 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_78b7fabab7ff1390d64348fb5a84db3c = $(`&lt;div id=&quot;html_78b7fabab7ff1390d64348fb5a84db3c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 185.52&lt;br&gt;Mortality Rate: 0.5306412357203986&lt;/div&gt;`)[0];\n",
              "                popup_a34d08bc89f7cd8d92f23ad114998625.setContent(html_78b7fabab7ff1390d64348fb5a84db3c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_42ac861be406f35936381c8a573c70fc.bindPopup(popup_a34d08bc89f7cd8d92f23ad114998625)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a64708d5579c2a5e95b81bc5c08a9fd = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e9093104b3cfe8082654306fdd3da6d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c14b527c075ffa6dfba3379f73ec842 = $(`&lt;div id=&quot;html_0c14b527c075ffa6dfba3379f73ec842&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 387.76&lt;br&gt;Mortality Rate: 0.9138540141503392&lt;/div&gt;`)[0];\n",
              "                popup_e9093104b3cfe8082654306fdd3da6d3.setContent(html_0c14b527c075ffa6dfba3379f73ec842);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a64708d5579c2a5e95b81bc5c08a9fd.bindPopup(popup_e9093104b3cfe8082654306fdd3da6d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_95aafa412b3526d90afde535d4cb4be6 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2f1bc4560516f14ecf08e1b1d4a5bdb6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_127012b15571315c16d73f74660dc596 = $(`&lt;div id=&quot;html_127012b15571315c16d73f74660dc596&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.69&lt;br&gt;Mortality Rate: 0.002390441294586511&lt;/div&gt;`)[0];\n",
              "                popup_2f1bc4560516f14ecf08e1b1d4a5bdb6.setContent(html_127012b15571315c16d73f74660dc596);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_95aafa412b3526d90afde535d4cb4be6.bindPopup(popup_2f1bc4560516f14ecf08e1b1d4a5bdb6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_20405afcce59595e4b037b66af6a45b3 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a368f4fa7ba3af0571d7f0e30f26bf2c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ed9a63ee6dcd773b7f03b76f894dbea = $(`&lt;div id=&quot;html_0ed9a63ee6dcd773b7f03b76f894dbea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 551.24&lt;br&gt;Mortality Rate: 2.1737505076210635&lt;/div&gt;`)[0];\n",
              "                popup_a368f4fa7ba3af0571d7f0e30f26bf2c.setContent(html_0ed9a63ee6dcd773b7f03b76f894dbea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_20405afcce59595e4b037b66af6a45b3.bindPopup(popup_a368f4fa7ba3af0571d7f0e30f26bf2c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ffe87db2f96bea2e3144fff4fb1383d5 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dd9591ce69627169126c4a03d82cb600 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d9583ac75e74fcd74ed9814500d5ff8 = $(`&lt;div id=&quot;html_6d9583ac75e74fcd74ed9814500d5ff8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 210.2&lt;br&gt;Mortality Rate: 0.5534369023311516&lt;/div&gt;`)[0];\n",
              "                popup_dd9591ce69627169126c4a03d82cb600.setContent(html_6d9583ac75e74fcd74ed9814500d5ff8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ffe87db2f96bea2e3144fff4fb1383d5.bindPopup(popup_dd9591ce69627169126c4a03d82cb600)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a485268767f16b82d7c4638d20de129b = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fa9b2b3b9190f815fe41a3b12949cb82 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b6ea03df8d3141da44bfb5cf4bc1b85e = $(`&lt;div id=&quot;html_b6ea03df8d3141da44bfb5cf4bc1b85e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 295.53&lt;br&gt;Mortality Rate: 0.6704887746455435&lt;/div&gt;`)[0];\n",
              "                popup_fa9b2b3b9190f815fe41a3b12949cb82.setContent(html_b6ea03df8d3141da44bfb5cf4bc1b85e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a485268767f16b82d7c4638d20de129b.bindPopup(popup_fa9b2b3b9190f815fe41a3b12949cb82)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c9efb79024df8b5e35902b47ecb82f78 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4e87c31489eb3dc342d4326cc861d4e1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cfed2a7d2bf723fc17549045b8c2263e = $(`&lt;div id=&quot;html_cfed2a7d2bf723fc17549045b8c2263e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 434.51&lt;br&gt;Mortality Rate: 1.6744394447547644&lt;/div&gt;`)[0];\n",
              "                popup_4e87c31489eb3dc342d4326cc861d4e1.setContent(html_cfed2a7d2bf723fc17549045b8c2263e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c9efb79024df8b5e35902b47ecb82f78.bindPopup(popup_4e87c31489eb3dc342d4326cc861d4e1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_055a6f4e03f0c8d17cb790af4a52bd23 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_81b45782bfb8dba2dbf574b812d9ac22 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8dca244fdf9dd9ebce1e29e45b155ea9 = $(`&lt;div id=&quot;html_8dca244fdf9dd9ebce1e29e45b155ea9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 225.94&lt;br&gt;Mortality Rate: 0.9944742741888906&lt;/div&gt;`)[0];\n",
              "                popup_81b45782bfb8dba2dbf574b812d9ac22.setContent(html_8dca244fdf9dd9ebce1e29e45b155ea9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_055a6f4e03f0c8d17cb790af4a52bd23.bindPopup(popup_81b45782bfb8dba2dbf574b812d9ac22)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_da6419300511b3b4463e10944e3ec456 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_709f652018692507145ff53253f32a3d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_da6e6f4a10f5924ed2e47eba525c9c45 = $(`&lt;div id=&quot;html_da6e6f4a10f5924ed2e47eba525c9c45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.6&lt;br&gt;Mortality Rate: 0.0021758074149340893&lt;/div&gt;`)[0];\n",
              "                popup_709f652018692507145ff53253f32a3d.setContent(html_da6e6f4a10f5924ed2e47eba525c9c45);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_da6419300511b3b4463e10944e3ec456.bindPopup(popup_709f652018692507145ff53253f32a3d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1c77fe6c7249341a20237a67539d8f48 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3e4af0761f2a74d06de4899e83e3c9b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e26d6774ab261fece29e52ace7a1c806 = $(`&lt;div id=&quot;html_e26d6774ab261fece29e52ace7a1c806&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 339.99&lt;br&gt;Mortality Rate: 0.5463562242582164&lt;/div&gt;`)[0];\n",
              "                popup_3e4af0761f2a74d06de4899e83e3c9b8.setContent(html_e26d6774ab261fece29e52ace7a1c806);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1c77fe6c7249341a20237a67539d8f48.bindPopup(popup_3e4af0761f2a74d06de4899e83e3c9b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66b2ced21ecee8f1d81b4d8351a05291 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_aae8e0b099259238a07a884df70b31fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_339047f162d72d8c6cbedb6572e62a16 = $(`&lt;div id=&quot;html_339047f162d72d8c6cbedb6572e62a16&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.9&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_aae8e0b099259238a07a884df70b31fc.setContent(html_339047f162d72d8c6cbedb6572e62a16);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66b2ced21ecee8f1d81b4d8351a05291.bindPopup(popup_aae8e0b099259238a07a884df70b31fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9608dfb113ba730d7d55bff656f1204a = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_94b66e770692bd0e36c0a12806317eaf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b6ede1c1e973eefd0274d262736b8962 = $(`&lt;div id=&quot;html_b6ede1c1e973eefd0274d262736b8962&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 177.82&lt;br&gt;Mortality Rate: 0.14727325324863175&lt;/div&gt;`)[0];\n",
              "                popup_94b66e770692bd0e36c0a12806317eaf.setContent(html_b6ede1c1e973eefd0274d262736b8962);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9608dfb113ba730d7d55bff656f1204a.bindPopup(popup_94b66e770692bd0e36c0a12806317eaf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c99760bcbb1d715efe87c7dbae098c5a = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c205b532f36e403666bb1ccb5ee54745 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_af76fc9589a0dfac1a06c76bcc8cba23 = $(`&lt;div id=&quot;html_af76fc9589a0dfac1a06c76bcc8cba23&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 364.15&lt;br&gt;Mortality Rate: 0.6181886104007633&lt;/div&gt;`)[0];\n",
              "                popup_c205b532f36e403666bb1ccb5ee54745.setContent(html_af76fc9589a0dfac1a06c76bcc8cba23);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c99760bcbb1d715efe87c7dbae098c5a.bindPopup(popup_c205b532f36e403666bb1ccb5ee54745)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6712143d6542064aac8013a2f50b1b71 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_afd66f8d9cb118612f9943e9aeea4d45 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d0bd3e208e7f42a5600a51879523b13 = $(`&lt;div id=&quot;html_6d0bd3e208e7f42a5600a51879523b13&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 414.66&lt;br&gt;Mortality Rate: 1.2935791893232884&lt;/div&gt;`)[0];\n",
              "                popup_afd66f8d9cb118612f9943e9aeea4d45.setContent(html_6d0bd3e208e7f42a5600a51879523b13);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6712143d6542064aac8013a2f50b1b71.bindPopup(popup_afd66f8d9cb118612f9943e9aeea4d45)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_378ce2168399342cf9a4dd6e78786023 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a06ae2cacf6237b98b03828829146d79 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6cae6e1e0f00dbe05382992958641493 = $(`&lt;div id=&quot;html_6cae6e1e0f00dbe05382992958641493&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 134.37&lt;br&gt;Mortality Rate: 0.5142864435114407&lt;/div&gt;`)[0];\n",
              "                popup_a06ae2cacf6237b98b03828829146d79.setContent(html_6cae6e1e0f00dbe05382992958641493);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_378ce2168399342cf9a4dd6e78786023.bindPopup(popup_a06ae2cacf6237b98b03828829146d79)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_078f4214f470b8391eb67373149723e5 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_30833430daddd4874f9a3e1e0680a7e5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a4085e8993097be154df1e90b57130d5 = $(`&lt;div id=&quot;html_a4085e8993097be154df1e90b57130d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.71&lt;br&gt;Mortality Rate: 0.2416548334158078&lt;/div&gt;`)[0];\n",
              "                popup_30833430daddd4874f9a3e1e0680a7e5.setContent(html_a4085e8993097be154df1e90b57130d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_078f4214f470b8391eb67373149723e5.bindPopup(popup_30833430daddd4874f9a3e1e0680a7e5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_60b9c17a0715eee9e57a8056b4e4610c = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3ce449199b014202a0019b4b00620cce = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dff0bca12ce591dca00d544fb07e93f9 = $(`&lt;div id=&quot;html_dff0bca12ce591dca00d544fb07e93f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.71&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_3ce449199b014202a0019b4b00620cce.setContent(html_dff0bca12ce591dca00d544fb07e93f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_60b9c17a0715eee9e57a8056b4e4610c.bindPopup(popup_3ce449199b014202a0019b4b00620cce)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7eb084f035aff954217b3d927cd26175 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_db0f06f9ab0c7d94c37161be15cf8334 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2b68af85bb359aea934adda8651455f7 = $(`&lt;div id=&quot;html_2b68af85bb359aea934adda8651455f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 345.77&lt;br&gt;Mortality Rate: 0.71194809097413&lt;/div&gt;`)[0];\n",
              "                popup_db0f06f9ab0c7d94c37161be15cf8334.setContent(html_2b68af85bb359aea934adda8651455f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7eb084f035aff954217b3d927cd26175.bindPopup(popup_db0f06f9ab0c7d94c37161be15cf8334)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b4d831d095becc0aa572bdb1975faa1a = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c431611a9965c10a70e43fbcfa2a02e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b851e4f962510f9ce3383341f9833c3 = $(`&lt;div id=&quot;html_4b851e4f962510f9ce3383341f9833c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_c431611a9965c10a70e43fbcfa2a02e8.setContent(html_4b851e4f962510f9ce3383341f9833c3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b4d831d095becc0aa572bdb1975faa1a.bindPopup(popup_c431611a9965c10a70e43fbcfa2a02e8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d97a297c545005667cf40b72e3919306 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0423d11c2ed57030cf6e2695639e8c6f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7495ae491c13703393509c1eb93fef3e = $(`&lt;div id=&quot;html_7495ae491c13703393509c1eb93fef3e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 42.24&lt;br&gt;Mortality Rate: 0.10160575283673552&lt;/div&gt;`)[0];\n",
              "                popup_0423d11c2ed57030cf6e2695639e8c6f.setContent(html_7495ae491c13703393509c1eb93fef3e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d97a297c545005667cf40b72e3919306.bindPopup(popup_0423d11c2ed57030cf6e2695639e8c6f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5041e6ee0ea7d3b647efbc729c20ba16 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_106efc13edde9f91224627bd1b183f5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_694f3a5106d3b4afdc32d18fa061fac9 = $(`&lt;div id=&quot;html_694f3a5106d3b4afdc32d18fa061fac9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_106efc13edde9f91224627bd1b183f5a.setContent(html_694f3a5106d3b4afdc32d18fa061fac9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5041e6ee0ea7d3b647efbc729c20ba16.bindPopup(popup_106efc13edde9f91224627bd1b183f5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c523c97b48c7eba809f5f371d921dbe9 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ea40e5fd1f832df6e296fd9690ba5c1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ef388d237ad010cf6a128ad26f06e84 = $(`&lt;div id=&quot;html_2ef388d237ad010cf6a128ad26f06e84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 398.41&lt;br&gt;Mortality Rate: 1.15304322583746&lt;/div&gt;`)[0];\n",
              "                popup_ea40e5fd1f832df6e296fd9690ba5c1b.setContent(html_2ef388d237ad010cf6a128ad26f06e84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c523c97b48c7eba809f5f371d921dbe9.bindPopup(popup_ea40e5fd1f832df6e296fd9690ba5c1b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b0799ec83dba3b792af298e2010f4f67 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bdeb631a72c7d1482b9e1b8780cb9b5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d087919082916a7fb45c6893c1e9ff4 = $(`&lt;div id=&quot;html_7d087919082916a7fb45c6893c1e9ff4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.54&lt;br&gt;Mortality Rate: 0.002858135038306155&lt;/div&gt;`)[0];\n",
              "                popup_bdeb631a72c7d1482b9e1b8780cb9b5f.setContent(html_7d087919082916a7fb45c6893c1e9ff4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b0799ec83dba3b792af298e2010f4f67.bindPopup(popup_bdeb631a72c7d1482b9e1b8780cb9b5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_89ef6eac7fa5de4820c9f427196d481f = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d29591e83cf359ae7e4841fde306ca09 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49f318545db7718c35a762069bcdb8a7 = $(`&lt;div id=&quot;html_49f318545db7718c35a762069bcdb8a7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 425.64&lt;br&gt;Mortality Rate: 1.4793774672935218&lt;/div&gt;`)[0];\n",
              "                popup_d29591e83cf359ae7e4841fde306ca09.setContent(html_49f318545db7718c35a762069bcdb8a7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_89ef6eac7fa5de4820c9f427196d481f.bindPopup(popup_d29591e83cf359ae7e4841fde306ca09)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_83795232df63e834e5698aef1f928a90 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_146096f33978f3e38329a4ff5c3dd8f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c28d7c2ec12d302792f951c3d432e985 = $(`&lt;div id=&quot;html_c28d7c2ec12d302792f951c3d432e985&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 398.9&lt;br&gt;Mortality Rate: 1.2276203640826424&lt;/div&gt;`)[0];\n",
              "                popup_146096f33978f3e38329a4ff5c3dd8f6.setContent(html_c28d7c2ec12d302792f951c3d432e985);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_83795232df63e834e5698aef1f928a90.bindPopup(popup_146096f33978f3e38329a4ff5c3dd8f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d92542962d5b01ca777da78f677c24c = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_abcbe0852f0204831da64c0de9c06003 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33fde4cac215130adf3b04cbc9a6b69d = $(`&lt;div id=&quot;html_33fde4cac215130adf3b04cbc9a6b69d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 126.31&lt;br&gt;Mortality Rate: 0.2784936818989098&lt;/div&gt;`)[0];\n",
              "                popup_abcbe0852f0204831da64c0de9c06003.setContent(html_33fde4cac215130adf3b04cbc9a6b69d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d92542962d5b01ca777da78f677c24c.bindPopup(popup_abcbe0852f0204831da64c0de9c06003)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74cc28100f26fc9d91233a2ff409935e = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_cb33c27bc51192f718bb3aa0c7262151 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dbc5d4115571068728494d0e0a6418a2 = $(`&lt;div id=&quot;html_dbc5d4115571068728494d0e0a6418a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 15.19&lt;br&gt;Mortality Rate: 0.07686479482590124&lt;/div&gt;`)[0];\n",
              "                popup_cb33c27bc51192f718bb3aa0c7262151.setContent(html_dbc5d4115571068728494d0e0a6418a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74cc28100f26fc9d91233a2ff409935e.bindPopup(popup_cb33c27bc51192f718bb3aa0c7262151)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_48ab871e46d422eac9fd297ea1253f12 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e813b2d9e5a74cadf68bf750c74528b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b816793e40924deb03daa8285b47b203 = $(`&lt;div id=&quot;html_b816793e40924deb03daa8285b47b203&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 59.28&lt;br&gt;Mortality Rate: 0.3118884486430738&lt;/div&gt;`)[0];\n",
              "                popup_e813b2d9e5a74cadf68bf750c74528b8.setContent(html_b816793e40924deb03daa8285b47b203);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_48ab871e46d422eac9fd297ea1253f12.bindPopup(popup_e813b2d9e5a74cadf68bf750c74528b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e7e984098d6dd8e57fb9e24d2a4823ad = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_66dc52d099772856db3c6c6da5543c49 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2681d8bd369cf87afa8180c723e159d1 = $(`&lt;div id=&quot;html_2681d8bd369cf87afa8180c723e159d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 59.28&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_66dc52d099772856db3c6c6da5543c49.setContent(html_2681d8bd369cf87afa8180c723e159d1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e7e984098d6dd8e57fb9e24d2a4823ad.bindPopup(popup_66dc52d099772856db3c6c6da5543c49)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb843e178ec5bb1aef98f876b53609c5 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9a93f7fe1b32eb1d5304a2ae53660dbf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73987861bc77d10873d229624615424e = $(`&lt;div id=&quot;html_73987861bc77d10873d229624615424e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 458.74&lt;br&gt;Mortality Rate: 2.3516716179631234&lt;/div&gt;`)[0];\n",
              "                popup_9a93f7fe1b32eb1d5304a2ae53660dbf.setContent(html_73987861bc77d10873d229624615424e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb843e178ec5bb1aef98f876b53609c5.bindPopup(popup_9a93f7fe1b32eb1d5304a2ae53660dbf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b03f543f2c99b9b2415771b7cd36c3cd = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6287f6f10190c7cd6466245954527284 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c4bbf9793b04759759956b941293d662 = $(`&lt;div id=&quot;html_c4bbf9793b04759759956b941293d662&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 29.59&lt;br&gt;Mortality Rate: 0.11200127317260195&lt;/div&gt;`)[0];\n",
              "                popup_6287f6f10190c7cd6466245954527284.setContent(html_c4bbf9793b04759759956b941293d662);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b03f543f2c99b9b2415771b7cd36c3cd.bindPopup(popup_6287f6f10190c7cd6466245954527284)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d68a91229adcc48d8200f8fa5d543a4 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9c6574a913e5cd6b5c51de46c16b14cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3ba427e68d49cffc2b7fa828700cfa0a = $(`&lt;div id=&quot;html_3ba427e68d49cffc2b7fa828700cfa0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.57&lt;br&gt;Mortality Rate: 0.001602783173117132&lt;/div&gt;`)[0];\n",
              "                popup_9c6574a913e5cd6b5c51de46c16b14cc.setContent(html_3ba427e68d49cffc2b7fa828700cfa0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d68a91229adcc48d8200f8fa5d543a4.bindPopup(popup_9c6574a913e5cd6b5c51de46c16b14cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ddf5a39378a5135ae052d6703d4edf18 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1c3b25af1af124153667dc70fb25fedb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7a80b9eee02b486e45314f64c1bf4243 = $(`&lt;div id=&quot;html_7a80b9eee02b486e45314f64c1bf4243&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 243.97&lt;br&gt;Mortality Rate: 0.6214473557296633&lt;/div&gt;`)[0];\n",
              "                popup_1c3b25af1af124153667dc70fb25fedb.setContent(html_7a80b9eee02b486e45314f64c1bf4243);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ddf5a39378a5135ae052d6703d4edf18.bindPopup(popup_1c3b25af1af124153667dc70fb25fedb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_646c6a097b45e9daab1023b4ad652542 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_29fe9849d7f0fb3331b36fcfe5934e4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_365413d459c4d1924aea705649d66ce8 = $(`&lt;div id=&quot;html_365413d459c4d1924aea705649d66ce8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 30.66&lt;br&gt;Mortality Rate: 0.08209856255494045&lt;/div&gt;`)[0];\n",
              "                popup_29fe9849d7f0fb3331b36fcfe5934e4f.setContent(html_365413d459c4d1924aea705649d66ce8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_646c6a097b45e9daab1023b4ad652542.bindPopup(popup_29fe9849d7f0fb3331b36fcfe5934e4f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5dacdb76b3fbbecdd26f6f6c9fd9f425 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_190a040420b55471967c497183b9982f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a906bb889a009c930110bacbe5b69c3 = $(`&lt;div id=&quot;html_2a906bb889a009c930110bacbe5b69c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 308.88&lt;br&gt;Mortality Rate: 0.5960265404516685&lt;/div&gt;`)[0];\n",
              "                popup_190a040420b55471967c497183b9982f.setContent(html_2a906bb889a009c930110bacbe5b69c3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5dacdb76b3fbbecdd26f6f6c9fd9f425.bindPopup(popup_190a040420b55471967c497183b9982f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_743de81bb730a549dda8e07e2b2f75c2 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1d638fa718d2182f6ad8f997d17e6466 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a1f83387f421430922b60dd494a15614 = $(`&lt;div id=&quot;html_a1f83387f421430922b60dd494a15614&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 308.88&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_1d638fa718d2182f6ad8f997d17e6466.setContent(html_a1f83387f421430922b60dd494a15614);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_743de81bb730a549dda8e07e2b2f75c2.bindPopup(popup_1d638fa718d2182f6ad8f997d17e6466)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8cba462b39c18ea12753c918c90de13 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_58ceeeb5b55b58b1244fc2f73d199b99 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_01623d940942b1c5b3a8ed93dcf4857e = $(`&lt;div id=&quot;html_01623d940942b1c5b3a8ed93dcf4857e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 417.35&lt;br&gt;Mortality Rate: 0.8558293483885586&lt;/div&gt;`)[0];\n",
              "                popup_58ceeeb5b55b58b1244fc2f73d199b99.setContent(html_01623d940942b1c5b3a8ed93dcf4857e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8cba462b39c18ea12753c918c90de13.bindPopup(popup_58ceeeb5b55b58b1244fc2f73d199b99)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_48b02cd89f987f8b437c949d9e6abcc2 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_94d51b757cd631d3326f9288cf3074eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee52eb135d42f0bc33bb3271c6f44c3d = $(`&lt;div id=&quot;html_ee52eb135d42f0bc33bb3271c6f44c3d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 177.02&lt;br&gt;Mortality Rate: 0.4908612083770359&lt;/div&gt;`)[0];\n",
              "                popup_94d51b757cd631d3326f9288cf3074eb.setContent(html_ee52eb135d42f0bc33bb3271c6f44c3d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_48b02cd89f987f8b437c949d9e6abcc2.bindPopup(popup_94d51b757cd631d3326f9288cf3074eb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_22b5f0d24b3b4c6cd7bedc2e2a61ab05 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8e52a7f9500e6256d563c13627f6efd8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0308e202867e84f42c3543fbe955f62 = $(`&lt;div id=&quot;html_d0308e202867e84f42c3543fbe955f62&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2010-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 109.43&lt;br&gt;Mortality Rate: 0.21885125521319654&lt;/div&gt;`)[0];\n",
              "                popup_8e52a7f9500e6256d563c13627f6efd8.setContent(html_d0308e202867e84f42c3543fbe955f62);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_22b5f0d24b3b4c6cd7bedc2e2a61ab05.bindPopup(popup_8e52a7f9500e6256d563c13627f6efd8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_29f62dc113b2aceacc9589158312a378 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9b5ab37df9fae951a791c04a351b99ce = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_29f7ad9e0f5b285c69be23a3cf5bb5bb = $(`&lt;div id=&quot;html_29f7ad9e0f5b285c69be23a3cf5bb5bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_9b5ab37df9fae951a791c04a351b99ce.setContent(html_29f7ad9e0f5b285c69be23a3cf5bb5bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_29f62dc113b2aceacc9589158312a378.bindPopup(popup_9b5ab37df9fae951a791c04a351b99ce)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2294d6f561d40c46687dd18037443675 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2cc918be53d6d3897eea6529aa7b88af = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52b2a6af63f7b7b4114bebc91dc77664 = $(`&lt;div id=&quot;html_52b2a6af63f7b7b4114bebc91dc77664&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 175.99&lt;br&gt;Mortality Rate: 0.487734278473766&lt;/div&gt;`)[0];\n",
              "                popup_2cc918be53d6d3897eea6529aa7b88af.setContent(html_52b2a6af63f7b7b4114bebc91dc77664);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2294d6f561d40c46687dd18037443675.bindPopup(popup_2cc918be53d6d3897eea6529aa7b88af)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ff5de767e49d05e3633b909b05400966 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b59abd51bee36debfb212276afdfbcaa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06d216824f6d8805a655f7757e0c8bf4 = $(`&lt;div id=&quot;html_06d216824f6d8805a655f7757e0c8bf4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 370.11&lt;br&gt;Mortality Rate: 0.8582843771269476&lt;/div&gt;`)[0];\n",
              "                popup_b59abd51bee36debfb212276afdfbcaa.setContent(html_06d216824f6d8805a655f7757e0c8bf4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ff5de767e49d05e3633b909b05400966.bindPopup(popup_b59abd51bee36debfb212276afdfbcaa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26b5f1ea9d8ca89a8eec0cfcd2dca17a = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8232c0a7929474087be1009bb7f09866 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd6180203ea506000ece9ff359b6d617 = $(`&lt;div id=&quot;html_fd6180203ea506000ece9ff359b6d617&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.51&lt;br&gt;Mortality Rate: 0.0004685954367239181&lt;/div&gt;`)[0];\n",
              "                popup_8232c0a7929474087be1009bb7f09866.setContent(html_fd6180203ea506000ece9ff359b6d617);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26b5f1ea9d8ca89a8eec0cfcd2dca17a.bindPopup(popup_8232c0a7929474087be1009bb7f09866)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3c8b8f86ebc46675bc799ed88ebde24 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c52619c7ebaca764709d7499aa47d7be = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33d83fe5b0428768045d6531ee6aeaf1 = $(`&lt;div id=&quot;html_33d83fe5b0428768045d6531ee6aeaf1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 539.56&lt;br&gt;Mortality Rate: 2.0001625041687623&lt;/div&gt;`)[0];\n",
              "                popup_c52619c7ebaca764709d7499aa47d7be.setContent(html_33d83fe5b0428768045d6531ee6aeaf1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3c8b8f86ebc46675bc799ed88ebde24.bindPopup(popup_c52619c7ebaca764709d7499aa47d7be)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fe61a3ce7d8888c8323c8a81be18fe08 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3ee16d0d08525cff77e1b0bb77aa1a89 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6658ca6f9c9e477b9291e624a4261eb = $(`&lt;div id=&quot;html_a6658ca6f9c9e477b9291e624a4261eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 184.15&lt;br&gt;Mortality Rate: 0.5047731360434986&lt;/div&gt;`)[0];\n",
              "                popup_3ee16d0d08525cff77e1b0bb77aa1a89.setContent(html_a6658ca6f9c9e477b9291e624a4261eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fe61a3ce7d8888c8323c8a81be18fe08.bindPopup(popup_3ee16d0d08525cff77e1b0bb77aa1a89)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bfd6952a0bc2e4b312decb52a0cf1b38 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1c6ebd453a48a9fd08d59a8b01e59ce6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_912cbd11225cd618568b55c9911f4fe2 = $(`&lt;div id=&quot;html_912cbd11225cd618568b55c9911f4fe2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 265.1&lt;br&gt;Mortality Rate: 0.6005220923422039&lt;/div&gt;`)[0];\n",
              "                popup_1c6ebd453a48a9fd08d59a8b01e59ce6.setContent(html_912cbd11225cd618568b55c9911f4fe2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bfd6952a0bc2e4b312decb52a0cf1b38.bindPopup(popup_1c6ebd453a48a9fd08d59a8b01e59ce6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_952baaf677abd80d0c39a662880a23f6 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_aa6a60e3244ad172388c437edcbc4e35 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_168cc91c09f795eb5ca58dfb6d4b76f4 = $(`&lt;div id=&quot;html_168cc91c09f795eb5ca58dfb6d4b76f4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 419.33&lt;br&gt;Mortality Rate: 1.4887927401859078&lt;/div&gt;`)[0];\n",
              "                popup_aa6a60e3244ad172388c437edcbc4e35.setContent(html_168cc91c09f795eb5ca58dfb6d4b76f4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_952baaf677abd80d0c39a662880a23f6.bindPopup(popup_aa6a60e3244ad172388c437edcbc4e35)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d5d5118babc83dc7bebe66b491804b2e = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_90214fbdd3d84ea2765146e792b551cf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db9717066da5c52cf5078c62ea99bdbc = $(`&lt;div id=&quot;html_db9717066da5c52cf5078c62ea99bdbc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 210.48&lt;br&gt;Mortality Rate: 0.9376727692521268&lt;/div&gt;`)[0];\n",
              "                popup_90214fbdd3d84ea2765146e792b551cf.setContent(html_db9717066da5c52cf5078c62ea99bdbc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5d5118babc83dc7bebe66b491804b2e.bindPopup(popup_90214fbdd3d84ea2765146e792b551cf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aadfbc204af9e7c5356cbb5fbad0b11a = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ca437b8efb2c4ac223fab3d446dd46d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7804f1a093633763fc1e64be9f35b789 = $(`&lt;div id=&quot;html_7804f1a093633763fc1e64be9f35b789&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.42&lt;br&gt;Mortality Rate: 0.005337255860573798&lt;/div&gt;`)[0];\n",
              "                popup_ca437b8efb2c4ac223fab3d446dd46d8.setContent(html_7804f1a093633763fc1e64be9f35b789);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aadfbc204af9e7c5356cbb5fbad0b11a.bindPopup(popup_ca437b8efb2c4ac223fab3d446dd46d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9509c4d990ade052a4a95f53bfa24110 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8337966376900fe7225bf0f897d4925a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c75b9fc5e89abeefc53c451d098e7af = $(`&lt;div id=&quot;html_8c75b9fc5e89abeefc53c451d098e7af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 342.4&lt;br&gt;Mortality Rate: 0.5390585957567264&lt;/div&gt;`)[0];\n",
              "                popup_8337966376900fe7225bf0f897d4925a.setContent(html_8c75b9fc5e89abeefc53c451d098e7af);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9509c4d990ade052a4a95f53bfa24110.bindPopup(popup_8337966376900fe7225bf0f897d4925a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f21d7e27c70dd1e807195750c9ac3794 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5a34b09c3d40fea29c3f4708ad056d86 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b7f9885dc1f02ddf0170389089e7f4d9 = $(`&lt;div id=&quot;html_b7f9885dc1f02ddf0170389089e7f4d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.83&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_5a34b09c3d40fea29c3f4708ad056d86.setContent(html_b7f9885dc1f02ddf0170389089e7f4d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f21d7e27c70dd1e807195750c9ac3794.bindPopup(popup_5a34b09c3d40fea29c3f4708ad056d86)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d3d7eb1f038019423ef5b1b454b476a = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_65642dc503c48e841332145e0ebf20fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0d7137d32eaaf83ecb9517159950e3aa = $(`&lt;div id=&quot;html_0d7137d32eaaf83ecb9517159950e3aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 212.72&lt;br&gt;Mortality Rate: 0.15966149506346966&lt;/div&gt;`)[0];\n",
              "                popup_65642dc503c48e841332145e0ebf20fa.setContent(html_0d7137d32eaaf83ecb9517159950e3aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d3d7eb1f038019423ef5b1b454b476a.bindPopup(popup_65642dc503c48e841332145e0ebf20fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b055a319a3ae693069668b59f7e3d8af = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_affba01821c170a9102c9560ad26a9fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_82edf67de86e8231334b823a42bbfa03 = $(`&lt;div id=&quot;html_82edf67de86e8231334b823a42bbfa03&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 379.52&lt;br&gt;Mortality Rate: 0.6426405371209528&lt;/div&gt;`)[0];\n",
              "                popup_affba01821c170a9102c9560ad26a9fb.setContent(html_82edf67de86e8231334b823a42bbfa03);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b055a319a3ae693069668b59f7e3d8af.bindPopup(popup_affba01821c170a9102c9560ad26a9fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06f06ed17a39234cdea37d40123f9f4b = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5b8004510427bc7addb72d338892f986 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_28a34d7cc8f0adf6d63c67143f94ec1c = $(`&lt;div id=&quot;html_28a34d7cc8f0adf6d63c67143f94ec1c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 426.9&lt;br&gt;Mortality Rate: 1.3147206154575657&lt;/div&gt;`)[0];\n",
              "                popup_5b8004510427bc7addb72d338892f986.setContent(html_28a34d7cc8f0adf6d63c67143f94ec1c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06f06ed17a39234cdea37d40123f9f4b.bindPopup(popup_5b8004510427bc7addb72d338892f986)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7bb955a20e2d6ca4442d3de0cd8c3fc = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fd7eb7e2438632fb629b3b669eced17d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1cf4d38fa63019d7f2203ef25f49c8c = $(`&lt;div id=&quot;html_d1cf4d38fa63019d7f2203ef25f49c8c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 140.55&lt;br&gt;Mortality Rate: 0.504655948321242&lt;/div&gt;`)[0];\n",
              "                popup_fd7eb7e2438632fb629b3b669eced17d.setContent(html_d1cf4d38fa63019d7f2203ef25f49c8c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7bb955a20e2d6ca4442d3de0cd8c3fc.bindPopup(popup_fd7eb7e2438632fb629b3b669eced17d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e70d16f3a131c98956381c00124b19b = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e81ab3f0916669c973bfeed85c7079a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_579d0b791dff493c4118e5bd92852873 = $(`&lt;div id=&quot;html_579d0b791dff493c4118e5bd92852873&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.86&lt;br&gt;Mortality Rate: 0.2432500286618007&lt;/div&gt;`)[0];\n",
              "                popup_e81ab3f0916669c973bfeed85c7079a6.setContent(html_579d0b791dff493c4118e5bd92852873);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e70d16f3a131c98956381c00124b19b.bindPopup(popup_e81ab3f0916669c973bfeed85c7079a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8b53b32bee6b86cf9ca3dcbdc6c5381 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_88311baa29473e9e654ef8d30aee91bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d912ae32bbf31702488bea96c591361a = $(`&lt;div id=&quot;html_d912ae32bbf31702488bea96c591361a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.86&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_88311baa29473e9e654ef8d30aee91bc.setContent(html_d912ae32bbf31702488bea96c591361a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8b53b32bee6b86cf9ca3dcbdc6c5381.bindPopup(popup_88311baa29473e9e654ef8d30aee91bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_884cd4bea33140a6585edd6ec190ad4e = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dbd5eca590c7a20fe909e87c441a7969 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72afe80070f44cb08f572eeb55b775f1 = $(`&lt;div id=&quot;html_72afe80070f44cb08f572eeb55b775f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 330.41&lt;br&gt;Mortality Rate: 0.6548437630795355&lt;/div&gt;`)[0];\n",
              "                popup_dbd5eca590c7a20fe909e87c441a7969.setContent(html_72afe80070f44cb08f572eeb55b775f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_884cd4bea33140a6585edd6ec190ad4e.bindPopup(popup_dbd5eca590c7a20fe909e87c441a7969)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3cc20c0fa0f5f6fb40d76e00786066b = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_33be78b453d766c3094d3151f5b65f54 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_30bb846b4bbee69402e00edeec20c25d = $(`&lt;div id=&quot;html_30bb846b4bbee69402e00edeec20c25d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_33be78b453d766c3094d3151f5b65f54.setContent(html_30bb846b4bbee69402e00edeec20c25d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3cc20c0fa0f5f6fb40d76e00786066b.bindPopup(popup_33be78b453d766c3094d3151f5b65f54)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4115ce2ab130c06886ea953d5fd332ca = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_37db88ff4312eb649902189727ec8fa7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_546f741c036b949348746437da1ec72f = $(`&lt;div id=&quot;html_546f741c036b949348746437da1ec72f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 36.55&lt;br&gt;Mortality Rate: 0.09105895886363431&lt;/div&gt;`)[0];\n",
              "                popup_37db88ff4312eb649902189727ec8fa7.setContent(html_546f741c036b949348746437da1ec72f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4115ce2ab130c06886ea953d5fd332ca.bindPopup(popup_37db88ff4312eb649902189727ec8fa7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74a4cfe23d2d3c566dde36c3bfff9cbc = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_700c387ecac6e45a5d460e4a7a081677 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96188f9b0caf68c506ddbbe6a7ef93d8 = $(`&lt;div id=&quot;html_96188f9b0caf68c506ddbbe6a7ef93d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_700c387ecac6e45a5d460e4a7a081677.setContent(html_96188f9b0caf68c506ddbbe6a7ef93d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74a4cfe23d2d3c566dde36c3bfff9cbc.bindPopup(popup_700c387ecac6e45a5d460e4a7a081677)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e90054e923ff187e82e338fa4e1ff6b = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c92f830f4988258e6cc015a6c10b0144 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe23d03f95362b4ac3191d7db1d2da25 = $(`&lt;div id=&quot;html_fe23d03f95362b4ac3191d7db1d2da25&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 389.92&lt;br&gt;Mortality Rate: 1.0819252739671574&lt;/div&gt;`)[0];\n",
              "                popup_c92f830f4988258e6cc015a6c10b0144.setContent(html_fe23d03f95362b4ac3191d7db1d2da25);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e90054e923ff187e82e338fa4e1ff6b.bindPopup(popup_c92f830f4988258e6cc015a6c10b0144)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3a2a347e963a201e1274d4e3a967eceb = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bfa880426b5785e5bd93e835ecbd7038 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ee1b691323fc32241492d5b4665135e6 = $(`&lt;div id=&quot;html_ee1b691323fc32241492d5b4665135e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.13&lt;br&gt;Mortality Rate: 0.0032827785437594377&lt;/div&gt;`)[0];\n",
              "                popup_bfa880426b5785e5bd93e835ecbd7038.setContent(html_ee1b691323fc32241492d5b4665135e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3a2a347e963a201e1274d4e3a967eceb.bindPopup(popup_bfa880426b5785e5bd93e835ecbd7038)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f4b22ca03efe56aff944b1ddc1e01ec0 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_465c89f04755e180df2837a8b18ae289 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_036f124fa6f201111f3d19d08391f3dd = $(`&lt;div id=&quot;html_036f124fa6f201111f3d19d08391f3dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 427.88&lt;br&gt;Mortality Rate: 1.4762387699622614&lt;/div&gt;`)[0];\n",
              "                popup_465c89f04755e180df2837a8b18ae289.setContent(html_036f124fa6f201111f3d19d08391f3dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f4b22ca03efe56aff944b1ddc1e01ec0.bindPopup(popup_465c89f04755e180df2837a8b18ae289)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3b250fc04bd4618b54d73ce862d3f203 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e10b69a0b167b130571495ff5dfa9b8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_069e8d86305f5f96efa5329c7593307d = $(`&lt;div id=&quot;html_069e8d86305f5f96efa5329c7593307d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 372.56&lt;br&gt;Mortality Rate: 1.1125700074055498&lt;/div&gt;`)[0];\n",
              "                popup_e10b69a0b167b130571495ff5dfa9b8b.setContent(html_069e8d86305f5f96efa5329c7593307d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3b250fc04bd4618b54d73ce862d3f203.bindPopup(popup_e10b69a0b167b130571495ff5dfa9b8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_67f4e8a3d46f6e79266d5c61eb8bd910 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_88dbce049ae5a9e7007580c035845307 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf793ef195f2e2b5640511c582b8dfbe = $(`&lt;div id=&quot;html_bf793ef195f2e2b5640511c582b8dfbe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 39.29&lt;br&gt;Mortality Rate: 0.2666179568895782&lt;/div&gt;`)[0];\n",
              "                popup_88dbce049ae5a9e7007580c035845307.setContent(html_bf793ef195f2e2b5640511c582b8dfbe);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_67f4e8a3d46f6e79266d5c61eb8bd910.bindPopup(popup_88dbce049ae5a9e7007580c035845307)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f3ad67d9fffc0771e81c6ecf66b6c526 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2cd833f950aa3d62b681ccfac27f4478 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bcebd6e2eec61f7173277f368efe5f47 = $(`&lt;div id=&quot;html_bcebd6e2eec61f7173277f368efe5f47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 45.75&lt;br&gt;Mortality Rate: 0.10212637870611253&lt;/div&gt;`)[0];\n",
              "                popup_2cd833f950aa3d62b681ccfac27f4478.setContent(html_bcebd6e2eec61f7173277f368efe5f47);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f3ad67d9fffc0771e81c6ecf66b6c526.bindPopup(popup_2cd833f950aa3d62b681ccfac27f4478)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c75f7ea33f47b9aa18cff10b65439acd = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8a98c7687c3810aef1183ad9f1122346 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72f1b2b2ad93e95eb60dc7e2399b48c1 = $(`&lt;div id=&quot;html_72f1b2b2ad93e95eb60dc7e2399b48c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 49.91&lt;br&gt;Mortality Rate: 0.3007949747900726&lt;/div&gt;`)[0];\n",
              "                popup_8a98c7687c3810aef1183ad9f1122346.setContent(html_72f1b2b2ad93e95eb60dc7e2399b48c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c75f7ea33f47b9aa18cff10b65439acd.bindPopup(popup_8a98c7687c3810aef1183ad9f1122346)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_10d1cb092029c52b4b42d575f2456f74 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_63a392720223b9c1d6c3fd25ce7cf392 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_48dce00c9c7dd5cca20043ff34c3bb6c = $(`&lt;div id=&quot;html_48dce00c9c7dd5cca20043ff34c3bb6c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 49.91&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_63a392720223b9c1d6c3fd25ce7cf392.setContent(html_48dce00c9c7dd5cca20043ff34c3bb6c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_10d1cb092029c52b4b42d575f2456f74.bindPopup(popup_63a392720223b9c1d6c3fd25ce7cf392)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_738eb8c8fd9b053e69b834fa59a48db8 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ca0f8c59f9d99319f92c9926b4bb387f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c1303e1251b58c64ee104b53a57e548 = $(`&lt;div id=&quot;html_4c1303e1251b58c64ee104b53a57e548&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 453.65&lt;br&gt;Mortality Rate: 2.2610601167354893&lt;/div&gt;`)[0];\n",
              "                popup_ca0f8c59f9d99319f92c9926b4bb387f.setContent(html_4c1303e1251b58c64ee104b53a57e548);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_738eb8c8fd9b053e69b834fa59a48db8.bindPopup(popup_ca0f8c59f9d99319f92c9926b4bb387f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_00e95f24f063de6c8457ebc1f7668688 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0f5facbe8cb54b4869d72df6db3ef18e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a17d52b52abee3f2cd47aa9101de2768 = $(`&lt;div id=&quot;html_a17d52b52abee3f2cd47aa9101de2768&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 24.35&lt;br&gt;Mortality Rate: 0.09233159122938285&lt;/div&gt;`)[0];\n",
              "                popup_0f5facbe8cb54b4869d72df6db3ef18e.setContent(html_a17d52b52abee3f2cd47aa9101de2768);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_00e95f24f063de6c8457ebc1f7668688.bindPopup(popup_0f5facbe8cb54b4869d72df6db3ef18e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_debebdc3d5f92b3107608007f3eb57a1 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8f49e710d567f53d9ca643795d4ac60f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d93e9bcd3fda3cc43f968f4aa62711fc = $(`&lt;div id=&quot;html_d93e9bcd3fda3cc43f968f4aa62711fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.9&lt;br&gt;Mortality Rate: 0.0010296829958817448&lt;/div&gt;`)[0];\n",
              "                popup_8f49e710d567f53d9ca643795d4ac60f.setContent(html_d93e9bcd3fda3cc43f968f4aa62711fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_debebdc3d5f92b3107608007f3eb57a1.bindPopup(popup_8f49e710d567f53d9ca643795d4ac60f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fcf736318e409bb4958790ec84cbfcf6 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5f9616d2a3e32458207261e07040b3f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7e46e71b7001f26ae0d9566261f8c8de = $(`&lt;div id=&quot;html_7e46e71b7001f26ae0d9566261f8c8de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 235.87&lt;br&gt;Mortality Rate: 0.564675560501999&lt;/div&gt;`)[0];\n",
              "                popup_5f9616d2a3e32458207261e07040b3f2.setContent(html_7e46e71b7001f26ae0d9566261f8c8de);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fcf736318e409bb4958790ec84cbfcf6.bindPopup(popup_5f9616d2a3e32458207261e07040b3f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_78a90488e1fa947fb4f81f254c1dc3ed = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a0cefa70edff0e22985d308f74c697df = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_662b809e26002c046e7ef701d22e9aae = $(`&lt;div id=&quot;html_662b809e26002c046e7ef701d22e9aae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 29.97&lt;br&gt;Mortality Rate: 0.08193000597566087&lt;/div&gt;`)[0];\n",
              "                popup_a0cefa70edff0e22985d308f74c697df.setContent(html_662b809e26002c046e7ef701d22e9aae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_78a90488e1fa947fb4f81f254c1dc3ed.bindPopup(popup_a0cefa70edff0e22985d308f74c697df)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a3a37d2b9f2bae0699d2310ea12c21a0 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f16872110028a883d2d08d5b64fe0c58 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f947fb5e681093ff3c0e441f88657229 = $(`&lt;div id=&quot;html_f947fb5e681093ff3c0e441f88657229&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 313.4&lt;br&gt;Mortality Rate: 0.5804104866853804&lt;/div&gt;`)[0];\n",
              "                popup_f16872110028a883d2d08d5b64fe0c58.setContent(html_f947fb5e681093ff3c0e441f88657229);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a3a37d2b9f2bae0699d2310ea12c21a0.bindPopup(popup_f16872110028a883d2d08d5b64fe0c58)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9af0e99a7d2003dcde13c6aa275447d3 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_eb277385e3f70d59816eafeedbdf6087 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d57a83aa423b3ffba71f7890528d8ad5 = $(`&lt;div id=&quot;html_d57a83aa423b3ffba71f7890528d8ad5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 313.4&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_eb277385e3f70d59816eafeedbdf6087.setContent(html_d57a83aa423b3ffba71f7890528d8ad5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9af0e99a7d2003dcde13c6aa275447d3.bindPopup(popup_eb277385e3f70d59816eafeedbdf6087)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d719d800aec43a3d8cf913bcc627bf09 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_38afdb89c32a26360ff06539d3251c7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe0ffe0c01d2987b4aaf86757f7f65cc = $(`&lt;div id=&quot;html_fe0ffe0c01d2987b4aaf86757f7f65cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 385.7&lt;br&gt;Mortality Rate: 0.7335173048274227&lt;/div&gt;`)[0];\n",
              "                popup_38afdb89c32a26360ff06539d3251c7d.setContent(html_fe0ffe0c01d2987b4aaf86757f7f65cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d719d800aec43a3d8cf913bcc627bf09.bindPopup(popup_38afdb89c32a26360ff06539d3251c7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c3637755b5b496e97e221930876039b8 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_67cf7cf3747c854cadae5f087b6cacf4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a071e3d9a41d13331f2b37d73cbb89a = $(`&lt;div id=&quot;html_5a071e3d9a41d13331f2b37d73cbb89a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 186.7&lt;br&gt;Mortality Rate: 0.49601095317799604&lt;/div&gt;`)[0];\n",
              "                popup_67cf7cf3747c854cadae5f087b6cacf4.setContent(html_5a071e3d9a41d13331f2b37d73cbb89a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c3637755b5b496e97e221930876039b8.bindPopup(popup_67cf7cf3747c854cadae5f087b6cacf4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43b6fd9b7355101c7e8d83de43ed4a53 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_af709a71d4ddfd9d32c5c7d869600093 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_014980aef1e76fe9e821e80b8f11ba73 = $(`&lt;div id=&quot;html_014980aef1e76fe9e821e80b8f11ba73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2011-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 70.68&lt;br&gt;Mortality Rate: 0.14102796875581777&lt;/div&gt;`)[0];\n",
              "                popup_af709a71d4ddfd9d32c5c7d869600093.setContent(html_014980aef1e76fe9e821e80b8f11ba73);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43b6fd9b7355101c7e8d83de43ed4a53.bindPopup(popup_af709a71d4ddfd9d32c5c7d869600093)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1fec7fac91c9c0efa8f22e393cb4569d = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5a69396b4c0f0108a8dba270082df163 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8c98e8ae246eab12506f43daef3f121 = $(`&lt;div id=&quot;html_c8c98e8ae246eab12506f43daef3f121&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.03&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_5a69396b4c0f0108a8dba270082df163.setContent(html_c8c98e8ae246eab12506f43daef3f121);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1fec7fac91c9c0efa8f22e393cb4569d.bindPopup(popup_5a69396b4c0f0108a8dba270082df163)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33277778c00f8343b5a3d06091d255b7 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_35b0eb615d18acb9d667bdd29be95d9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f3bacaa677b7a7f1ddb439af845f8daa = $(`&lt;div id=&quot;html_f3bacaa677b7a7f1ddb439af845f8daa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 174.43&lt;br&gt;Mortality Rate: 0.45501298778019567&lt;/div&gt;`)[0];\n",
              "                popup_35b0eb615d18acb9d667bdd29be95d9e.setContent(html_f3bacaa677b7a7f1ddb439af845f8daa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33277778c00f8343b5a3d06091d255b7.bindPopup(popup_35b0eb615d18acb9d667bdd29be95d9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5fe9f411b8363b5202007deb1268e510 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ea5a0893c9f6a52901a6d3560e98b5cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5cd46e73d5441c125cb6ad7d6cb6f1dc = $(`&lt;div id=&quot;html_5cd46e73d5441c125cb6ad7d6cb6f1dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 378.03&lt;br&gt;Mortality Rate: 0.8725715937103745&lt;/div&gt;`)[0];\n",
              "                popup_ea5a0893c9f6a52901a6d3560e98b5cd.setContent(html_5cd46e73d5441c125cb6ad7d6cb6f1dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5fe9f411b8363b5202007deb1268e510.bindPopup(popup_ea5a0893c9f6a52901a6d3560e98b5cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ff26eef114c99e0db27634581c1498d6 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1bd523a73a5628e0e69bb7fd43cbc4a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f9a23fd28083559beeff18d23dbf56a2 = $(`&lt;div id=&quot;html_f9a23fd28083559beeff18d23dbf56a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.22&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_1bd523a73a5628e0e69bb7fd43cbc4a6.setContent(html_f9a23fd28083559beeff18d23dbf56a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ff26eef114c99e0db27634581c1498d6.bindPopup(popup_1bd523a73a5628e0e69bb7fd43cbc4a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b69e49d980b11eeabbac7b6d6b76c74 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a04f427c854a86ed120345db6e27d1a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4d69ea0db45592a9df8120b95717ca50 = $(`&lt;div id=&quot;html_4d69ea0db45592a9df8120b95717ca50&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 527.54&lt;br&gt;Mortality Rate: 1.7674111058885345&lt;/div&gt;`)[0];\n",
              "                popup_a04f427c854a86ed120345db6e27d1a5.setContent(html_4d69ea0db45592a9df8120b95717ca50);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b69e49d980b11eeabbac7b6d6b76c74.bindPopup(popup_a04f427c854a86ed120345db6e27d1a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0f7ccbaadfae7293fb70a1a43d02b1be = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_32c29f486a2f6b14c821fdb0c6902509 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2041f1c36c1d742d436c59fbaf5b3ff9 = $(`&lt;div id=&quot;html_2041f1c36c1d742d436c59fbaf5b3ff9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 153.93&lt;br&gt;Mortality Rate: 0.4761380224489277&lt;/div&gt;`)[0];\n",
              "                popup_32c29f486a2f6b14c821fdb0c6902509.setContent(html_2041f1c36c1d742d436c59fbaf5b3ff9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0f7ccbaadfae7293fb70a1a43d02b1be.bindPopup(popup_32c29f486a2f6b14c821fdb0c6902509)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cc43144ff4d758c63cc88973f862a12d = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9bed5e93d7eec3f1c7bfb93e4ea4c4cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d95478e9efea8090f1eeabae40c9277 = $(`&lt;div id=&quot;html_3d95478e9efea8090f1eeabae40c9277&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 245.13&lt;br&gt;Mortality Rate: 0.5860878240741886&lt;/div&gt;`)[0];\n",
              "                popup_9bed5e93d7eec3f1c7bfb93e4ea4c4cc.setContent(html_3d95478e9efea8090f1eeabae40c9277);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cc43144ff4d758c63cc88973f862a12d.bindPopup(popup_9bed5e93d7eec3f1c7bfb93e4ea4c4cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1c7fa2e18532522a796e94121cf95d1 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_720f1460a1035bae0510510cf74c7e55 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d126df47a4c36d098f54c60a3e796968 = $(`&lt;div id=&quot;html_d126df47a4c36d098f54c60a3e796968&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 413.09&lt;br&gt;Mortality Rate: 1.4183042109598671&lt;/div&gt;`)[0];\n",
              "                popup_720f1460a1035bae0510510cf74c7e55.setContent(html_d126df47a4c36d098f54c60a3e796968);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1c7fa2e18532522a796e94121cf95d1.bindPopup(popup_720f1460a1035bae0510510cf74c7e55)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_122b2e67dbeedae5e4c3a3d524c380c3 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_95d60a0154c9716b52481a7dfe307c45 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db3da2558effc3226f100615c70d0ce3 = $(`&lt;div id=&quot;html_db3da2558effc3226f100615c70d0ce3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 195.34&lt;br&gt;Mortality Rate: 0.8875800417502097&lt;/div&gt;`)[0];\n",
              "                popup_95d60a0154c9716b52481a7dfe307c45.setContent(html_db3da2558effc3226f100615c70d0ce3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_122b2e67dbeedae5e4c3a3d524c380c3.bindPopup(popup_95d60a0154c9716b52481a7dfe307c45)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7380d717ea57cd4856cb03033a3aac9a = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_37ba3894ca7350e0e64d31d44699f909 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_37505a50f7cffbb977a86bd961e5aab4 = $(`&lt;div id=&quot;html_37505a50f7cffbb977a86bd961e5aab4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.31&lt;br&gt;Mortality Rate: 0.005239458994422072&lt;/div&gt;`)[0];\n",
              "                popup_37ba3894ca7350e0e64d31d44699f909.setContent(html_37505a50f7cffbb977a86bd961e5aab4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7380d717ea57cd4856cb03033a3aac9a.bindPopup(popup_37ba3894ca7350e0e64d31d44699f909)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d5086f7b24424a44844deec800c9135 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_812b9f43a74775c06b1c1d4f32f1d156 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_54faff3e4c7cda0ae0a3135364ab29f6 = $(`&lt;div id=&quot;html_54faff3e4c7cda0ae0a3135364ab29f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 357.75&lt;br&gt;Mortality Rate: 0.5587968191307903&lt;/div&gt;`)[0];\n",
              "                popup_812b9f43a74775c06b1c1d4f32f1d156.setContent(html_54faff3e4c7cda0ae0a3135364ab29f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d5086f7b24424a44844deec800c9135.bindPopup(popup_812b9f43a74775c06b1c1d4f32f1d156)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ce27d240c43f7bf28edb99e237227e58 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_13597222f3bd5bf38fa1fbcfe7f31dbc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0236e47f2e41f965e0dec111469389d = $(`&lt;div id=&quot;html_e0236e47f2e41f965e0dec111469389d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.86&lt;br&gt;Mortality Rate: 0.0008997304407599483&lt;/div&gt;`)[0];\n",
              "                popup_13597222f3bd5bf38fa1fbcfe7f31dbc.setContent(html_e0236e47f2e41f965e0dec111469389d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ce27d240c43f7bf28edb99e237227e58.bindPopup(popup_13597222f3bd5bf38fa1fbcfe7f31dbc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fb43aa94254bd4618cbe4dde6e5d3930 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_aafab9a2413d2fa0c941cace3473130c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5ae869de0ebd92039287161f16b03aa = $(`&lt;div id=&quot;html_e5ae869de0ebd92039287161f16b03aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 245.53&lt;br&gt;Mortality Rate: 0.17313613236747327&lt;/div&gt;`)[0];\n",
              "                popup_aafab9a2413d2fa0c941cace3473130c.setContent(html_e5ae869de0ebd92039287161f16b03aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fb43aa94254bd4618cbe4dde6e5d3930.bindPopup(popup_aafab9a2413d2fa0c941cace3473130c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_293abced482f4dbe04bfda54eae866bb = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2732007a460a86bde1e88c0db2f606bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6c0fd6405c533a3a4b7ef813dbebea00 = $(`&lt;div id=&quot;html_6c0fd6405c533a3a4b7ef813dbebea00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 374.29&lt;br&gt;Mortality Rate: 0.6062081342393965&lt;/div&gt;`)[0];\n",
              "                popup_2732007a460a86bde1e88c0db2f606bc.setContent(html_6c0fd6405c533a3a4b7ef813dbebea00);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_293abced482f4dbe04bfda54eae866bb.bindPopup(popup_2732007a460a86bde1e88c0db2f606bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ae3bb87dfe177467475c3b4ce57d8adc = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_20778a69b6cf55c80350ccd8e2f821f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7bc0e453ab5847f7ffed9e3d7cf8367a = $(`&lt;div id=&quot;html_7bc0e453ab5847f7ffed9e3d7cf8367a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 427.8&lt;br&gt;Mortality Rate: 1.2701261654332148&lt;/div&gt;`)[0];\n",
              "                popup_20778a69b6cf55c80350ccd8e2f821f9.setContent(html_7bc0e453ab5847f7ffed9e3d7cf8367a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ae3bb87dfe177467475c3b4ce57d8adc.bindPopup(popup_20778a69b6cf55c80350ccd8e2f821f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_becf7c6886259775b076395930d7b72f = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_82a64d1a6ab7860ac5174b2cccd0a3c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff8931e23811603ab571966c55d3ee65 = $(`&lt;div id=&quot;html_ff8931e23811603ab571966c55d3ee65&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 128.75&lt;br&gt;Mortality Rate: 0.4822362207201838&lt;/div&gt;`)[0];\n",
              "                popup_82a64d1a6ab7860ac5174b2cccd0a3c3.setContent(html_ff8931e23811603ab571966c55d3ee65);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_becf7c6886259775b076395930d7b72f.bindPopup(popup_82a64d1a6ab7860ac5174b2cccd0a3c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c103131c452316fb5b61acf67e7a096b = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ebc0383a541ef9856988afae19ca3ce5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b2e268692de9259d3babef53780b7b8 = $(`&lt;div id=&quot;html_4b2e268692de9259d3babef53780b7b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 73.36&lt;br&gt;Mortality Rate: 0.2372054616900601&lt;/div&gt;`)[0];\n",
              "                popup_ebc0383a541ef9856988afae19ca3ce5.setContent(html_4b2e268692de9259d3babef53780b7b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c103131c452316fb5b61acf67e7a096b.bindPopup(popup_ebc0383a541ef9856988afae19ca3ce5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d7efb6b1bc7a083e6d883743c22f2351 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_55aa8bcdd75bf944d81abc1fc77af6b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_56b4656b129cb1e78c5beb043c06388b = $(`&lt;div id=&quot;html_56b4656b129cb1e78c5beb043c06388b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 73.36&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_55aa8bcdd75bf944d81abc1fc77af6b2.setContent(html_56b4656b129cb1e78c5beb043c06388b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d7efb6b1bc7a083e6d883743c22f2351.bindPopup(popup_55aa8bcdd75bf944d81abc1fc77af6b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_216334e7a91ee932f14771c7dbf02f48 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c0f305f8955d36d1be5fcf4ec22d6aac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d133168a238a6527cb77b546d8a3a7b = $(`&lt;div id=&quot;html_8d133168a238a6527cb77b546d8a3a7b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 307.9&lt;br&gt;Mortality Rate: 0.5942184895677025&lt;/div&gt;`)[0];\n",
              "                popup_c0f305f8955d36d1be5fcf4ec22d6aac.setContent(html_8d133168a238a6527cb77b546d8a3a7b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_216334e7a91ee932f14771c7dbf02f48.bindPopup(popup_c0f305f8955d36d1be5fcf4ec22d6aac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9de55f572e648ad019d3a2b6fd6d23ea = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fb4b79644146b9d0f4e46c92549fa870 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_14d095282fb1411dbe0427c8608fd008 = $(`&lt;div id=&quot;html_14d095282fb1411dbe0427c8608fd008&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_fb4b79644146b9d0f4e46c92549fa870.setContent(html_14d095282fb1411dbe0427c8608fd008);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9de55f572e648ad019d3a2b6fd6d23ea.bindPopup(popup_fb4b79644146b9d0f4e46c92549fa870)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fcd20fb425b4e3d400bc1077dfd15f08 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_59a02c226c89d050198ededdcd9517e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_71d69ed109fb79093ca76c8e38b03660 = $(`&lt;div id=&quot;html_71d69ed109fb79093ca76c8e38b03660&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 71.36&lt;br&gt;Mortality Rate: 0.17159970460989696&lt;/div&gt;`)[0];\n",
              "                popup_59a02c226c89d050198ededdcd9517e3.setContent(html_71d69ed109fb79093ca76c8e38b03660);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fcd20fb425b4e3d400bc1077dfd15f08.bindPopup(popup_59a02c226c89d050198ededdcd9517e3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c7d75046a144821b567979ab3ad87a73 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bc609d1af0b88546d21e691395e1bd68 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1771b939ceb7be8a3b397515fa434b76 = $(`&lt;div id=&quot;html_1771b939ceb7be8a3b397515fa434b76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_bc609d1af0b88546d21e691395e1bd68.setContent(html_1771b939ceb7be8a3b397515fa434b76);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c7d75046a144821b567979ab3ad87a73.bindPopup(popup_bc609d1af0b88546d21e691395e1bd68)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0b8eef01a4221dad178f3e423d3984f8 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_92320e26b57f35bbe5d313ec173741b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a2707e3d76333da0a6e38e136e8062eb = $(`&lt;div id=&quot;html_a2707e3d76333da0a6e38e136e8062eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 381.78&lt;br&gt;Mortality Rate: 1.017861644404593&lt;/div&gt;`)[0];\n",
              "                popup_92320e26b57f35bbe5d313ec173741b0.setContent(html_a2707e3d76333da0a6e38e136e8062eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0b8eef01a4221dad178f3e423d3984f8.bindPopup(popup_92320e26b57f35bbe5d313ec173741b0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_07c418eeed0276f7aa35fad66c71c981 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_17a35e7436f6831e4aa1998a61e59b25 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e1b9a67580cca0189d92a7c3d4e46a0a = $(`&lt;div id=&quot;html_e1b9a67580cca0189d92a7c3d4e46a0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.36&lt;br&gt;Mortality Rate: 0.005997776209128615&lt;/div&gt;`)[0];\n",
              "                popup_17a35e7436f6831e4aa1998a61e59b25.setContent(html_e1b9a67580cca0189d92a7c3d4e46a0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_07c418eeed0276f7aa35fad66c71c981.bindPopup(popup_17a35e7436f6831e4aa1998a61e59b25)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca704d80fe5ced132aeeea2f687c1260 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_567ff098a09285b9a7f1475be17b3803 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aab92f1035d15bb50e5f5713a1f1a9b1 = $(`&lt;div id=&quot;html_aab92f1035d15bb50e5f5713a1f1a9b1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 430.51&lt;br&gt;Mortality Rate: 1.4249426338614248&lt;/div&gt;`)[0];\n",
              "                popup_567ff098a09285b9a7f1475be17b3803.setContent(html_aab92f1035d15bb50e5f5713a1f1a9b1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca704d80fe5ced132aeeea2f687c1260.bindPopup(popup_567ff098a09285b9a7f1475be17b3803)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2368d19825e10e9326981b6c94ad1df4 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_877b0dcbc169f1ba583253e3c31b7057 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e04f1e407dfcfdcdcb13e0dde641d36 = $(`&lt;div id=&quot;html_2e04f1e407dfcfdcdcb13e0dde641d36&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 347.74&lt;br&gt;Mortality Rate: 1.0189860373659456&lt;/div&gt;`)[0];\n",
              "                popup_877b0dcbc169f1ba583253e3c31b7057.setContent(html_2e04f1e407dfcfdcdcb13e0dde641d36);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2368d19825e10e9326981b6c94ad1df4.bindPopup(popup_877b0dcbc169f1ba583253e3c31b7057)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_22846c518c20539709679335902696a9 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c9b786f08bfb70cba1afe67b6afe222f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e00a452439ef4b0d85edc4f44309440b = $(`&lt;div id=&quot;html_e00a452439ef4b0d85edc4f44309440b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 71.46&lt;br&gt;Mortality Rate: 0.2562651667374824&lt;/div&gt;`)[0];\n",
              "                popup_c9b786f08bfb70cba1afe67b6afe222f.setContent(html_e00a452439ef4b0d85edc4f44309440b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_22846c518c20539709679335902696a9.bindPopup(popup_c9b786f08bfb70cba1afe67b6afe222f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46ac0bfe57c22e0345f5142a24b8f0a7 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9344ccca61f51185c01c7f16578f2045 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2bb48856b9385fb8a4c57f7d948bd6ec = $(`&lt;div id=&quot;html_2bb48856b9385fb8a4c57f7d948bd6ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 56.8&lt;br&gt;Mortality Rate: 0.03685684800235884&lt;/div&gt;`)[0];\n",
              "                popup_9344ccca61f51185c01c7f16578f2045.setContent(html_2bb48856b9385fb8a4c57f7d948bd6ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46ac0bfe57c22e0345f5142a24b8f0a7.bindPopup(popup_9344ccca61f51185c01c7f16578f2045)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_01d731b5af6bead363a4faf9483dbbcc = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7d63e47a4114c5a15207a50f5895cf84 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_881fd0a3151010609031773246f049d2 = $(`&lt;div id=&quot;html_881fd0a3151010609031773246f049d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 56.92&lt;br&gt;Mortality Rate: 0.28658160966813895&lt;/div&gt;`)[0];\n",
              "                popup_7d63e47a4114c5a15207a50f5895cf84.setContent(html_881fd0a3151010609031773246f049d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_01d731b5af6bead363a4faf9483dbbcc.bindPopup(popup_7d63e47a4114c5a15207a50f5895cf84)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1b7d6d24e88154a53b4baec9d92f8316 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3e334e574d3be2b062693a694fbd67ee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_56c3b700792aca72a58d408f9bf944b8 = $(`&lt;div id=&quot;html_56c3b700792aca72a58d408f9bf944b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 56.92&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_3e334e574d3be2b062693a694fbd67ee.setContent(html_56c3b700792aca72a58d408f9bf944b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1b7d6d24e88154a53b4baec9d92f8316.bindPopup(popup_3e334e574d3be2b062693a694fbd67ee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_adbea5ce51741c5685b1ba33eb06d63e = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_cd6526501918f107a0a0c6b169f15d05 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_83b1975fcbfb653adaee179e986c987e = $(`&lt;div id=&quot;html_83b1975fcbfb653adaee179e986c987e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 447.47&lt;br&gt;Mortality Rate: 2.0697974409107522&lt;/div&gt;`)[0];\n",
              "                popup_cd6526501918f107a0a0c6b169f15d05.setContent(html_83b1975fcbfb653adaee179e986c987e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_adbea5ce51741c5685b1ba33eb06d63e.bindPopup(popup_cd6526501918f107a0a0c6b169f15d05)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_52480cdf17b669a4d5df2fd6635435b3 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ce6db9839201037c16df4c4c9a094345 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_910edd0fea970c5fc1f76c193b860a0f = $(`&lt;div id=&quot;html_910edd0fea970c5fc1f76c193b860a0f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 24.45&lt;br&gt;Mortality Rate: 0.09340591235310072&lt;/div&gt;`)[0];\n",
              "                popup_ce6db9839201037c16df4c4c9a094345.setContent(html_910edd0fea970c5fc1f76c193b860a0f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_52480cdf17b669a4d5df2fd6635435b3.bindPopup(popup_ce6db9839201037c16df4c4c9a094345)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_50088b37e8d88d10c99b84c0e3b2a305 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_166109654d5be367ae767c89c472c9ff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_220c6d45bef6d8b3774ddf6e8c071120 = $(`&lt;div id=&quot;html_220c6d45bef6d8b3774ddf6e8c071120&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.25&lt;br&gt;Mortality Rate: 0.0013547832400442766&lt;/div&gt;`)[0];\n",
              "                popup_166109654d5be367ae767c89c472c9ff.setContent(html_220c6d45bef6d8b3774ddf6e8c071120);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_50088b37e8d88d10c99b84c0e3b2a305.bindPopup(popup_166109654d5be367ae767c89c472c9ff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b53839acddda27c2f5769fb080354ecb = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_31d4194560adcced8a05bab562cfb147 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cbad69576cf25b6c2f5e856a701a9edc = $(`&lt;div id=&quot;html_cbad69576cf25b6c2f5e856a701a9edc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 232.68&lt;br&gt;Mortality Rate: 0.5314156644181564&lt;/div&gt;`)[0];\n",
              "                popup_31d4194560adcced8a05bab562cfb147.setContent(html_cbad69576cf25b6c2f5e856a701a9edc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b53839acddda27c2f5769fb080354ecb.bindPopup(popup_31d4194560adcced8a05bab562cfb147)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f997de974cb8ab726b366ca40fae2f9f = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2455eac0e066614b2a22d21cc5e943d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2bfc115f9003fdca8175071e36f4c9a0 = $(`&lt;div id=&quot;html_2bfc115f9003fdca8175071e36f4c9a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 30.16&lt;br&gt;Mortality Rate: 0.08339070947859988&lt;/div&gt;`)[0];\n",
              "                popup_2455eac0e066614b2a22d21cc5e943d6.setContent(html_2bfc115f9003fdca8175071e36f4c9a0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f997de974cb8ab726b366ca40fae2f9f.bindPopup(popup_2455eac0e066614b2a22d21cc5e943d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c0f6a939ba9799bd2674c34ebb7b5bb = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b0c3607532ede39b673269701f7e1838 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea669e60317b1759988356105038477c = $(`&lt;div id=&quot;html_ea669e60317b1759988356105038477c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 349.7&lt;br&gt;Mortality Rate: 0.6336410103896047&lt;/div&gt;`)[0];\n",
              "                popup_b0c3607532ede39b673269701f7e1838.setContent(html_ea669e60317b1759988356105038477c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c0f6a939ba9799bd2674c34ebb7b5bb.bindPopup(popup_b0c3607532ede39b673269701f7e1838)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5b31a87366cc4bc28a70e9b48259a4ca = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1a2b01d6d001cccb473fe4204c129f8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c55c786d0c5ce551bb58d92310d864f = $(`&lt;div id=&quot;html_4c55c786d0c5ce551bb58d92310d864f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 349.7&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_1a2b01d6d001cccb473fe4204c129f8d.setContent(html_4c55c786d0c5ce551bb58d92310d864f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b31a87366cc4bc28a70e9b48259a4ca.bindPopup(popup_1a2b01d6d001cccb473fe4204c129f8d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3be8faa25a2e4cb59a63d457b2c3b708 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a1a527525aecc110020a9eb10c61fec9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_707a16bd41680f51f9c2e44674a82a2d = $(`&lt;div id=&quot;html_707a16bd41680f51f9c2e44674a82a2d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 331.77&lt;br&gt;Mortality Rate: 0.5903430061218217&lt;/div&gt;`)[0];\n",
              "                popup_a1a527525aecc110020a9eb10c61fec9.setContent(html_707a16bd41680f51f9c2e44674a82a2d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3be8faa25a2e4cb59a63d457b2c3b708.bindPopup(popup_a1a527525aecc110020a9eb10c61fec9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d5525ed6c367b7efb36b4b0c79a77203 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_47eafa55a18427cce7e7fc467cda387d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d69ed8c0b6b23c0b7487e7ed06be216d = $(`&lt;div id=&quot;html_d69ed8c0b6b23c0b7487e7ed06be216d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 203.08&lt;br&gt;Mortality Rate: 0.5010628256009736&lt;/div&gt;`)[0];\n",
              "                popup_47eafa55a18427cce7e7fc467cda387d.setContent(html_d69ed8c0b6b23c0b7487e7ed06be216d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d5525ed6c367b7efb36b4b0c79a77203.bindPopup(popup_47eafa55a18427cce7e7fc467cda387d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7cf06eb366fa0a60a869ffa432f031b0 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bbde5dea20d67a80b085687a00c94f85 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f58a129dc9c2aea77d6ac250d3a5d2a6 = $(`&lt;div id=&quot;html_f58a129dc9c2aea77d6ac250d3a5d2a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2012-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 57.22&lt;br&gt;Mortality Rate: 0.11398132470271567&lt;/div&gt;`)[0];\n",
              "                popup_bbde5dea20d67a80b085687a00c94f85.setContent(html_f58a129dc9c2aea77d6ac250d3a5d2a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7cf06eb366fa0a60a869ffa432f031b0.bindPopup(popup_bbde5dea20d67a80b085687a00c94f85)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_36c37aa4742e0d51add4204af3d43521 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5732616f14f8538efb8c3f35e4ba6738 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_99ede9630d3f5cc79b39a73b55498c7a = $(`&lt;div id=&quot;html_99ede9630d3f5cc79b39a73b55498c7a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_5732616f14f8538efb8c3f35e4ba6738.setContent(html_99ede9630d3f5cc79b39a73b55498c7a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_36c37aa4742e0d51add4204af3d43521.bindPopup(popup_5732616f14f8538efb8c3f35e4ba6738)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dde6d3cffbaf561c1684bb11010285f0 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5980ec4553b4f4fb9babb150c69b2e3f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aabff3abd7cbbfaf16ab3080aa4ff629 = $(`&lt;div id=&quot;html_aabff3abd7cbbfaf16ab3080aa4ff629&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 180.9&lt;br&gt;Mortality Rate: 0.443110074340454&lt;/div&gt;`)[0];\n",
              "                popup_5980ec4553b4f4fb9babb150c69b2e3f.setContent(html_aabff3abd7cbbfaf16ab3080aa4ff629);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dde6d3cffbaf561c1684bb11010285f0.bindPopup(popup_5980ec4553b4f4fb9babb150c69b2e3f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e2062cf7c57894c70b68039296043ed = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a8466a1d5cfc5ea8fb7a824be82600a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c01e3ad1eb72ba98ae21937bd8a5c59c = $(`&lt;div id=&quot;html_c01e3ad1eb72ba98ae21937bd8a5c59c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 395.0&lt;br&gt;Mortality Rate: 0.9481284309512422&lt;/div&gt;`)[0];\n",
              "                popup_a8466a1d5cfc5ea8fb7a824be82600a6.setContent(html_c01e3ad1eb72ba98ae21937bd8a5c59c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e2062cf7c57894c70b68039296043ed.bindPopup(popup_a8466a1d5cfc5ea8fb7a824be82600a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fae29b1a834d02d4d1bbde1631124cbe = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_65e2c217b258e818e83c805bba01a649 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_afd5121f14e600fcd1ee4287a79475eb = $(`&lt;div id=&quot;html_afd5121f14e600fcd1ee4287a79475eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.53&lt;br&gt;Mortality Rate: 0.00045100343754820096&lt;/div&gt;`)[0];\n",
              "                popup_65e2c217b258e818e83c805bba01a649.setContent(html_afd5121f14e600fcd1ee4287a79475eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fae29b1a834d02d4d1bbde1631124cbe.bindPopup(popup_65e2c217b258e818e83c805bba01a649)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_707b480d98bf6f6a68d72525fe03f0b9 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6ac9104ec47d0ad19722114ba0441686 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b7391e90764b123cf6858a594a3edcb = $(`&lt;div id=&quot;html_6b7391e90764b123cf6858a594a3edcb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 487.52&lt;br&gt;Mortality Rate: 1.4568726239492757&lt;/div&gt;`)[0];\n",
              "                popup_6ac9104ec47d0ad19722114ba0441686.setContent(html_6b7391e90764b123cf6858a594a3edcb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_707b480d98bf6f6a68d72525fe03f0b9.bindPopup(popup_6ac9104ec47d0ad19722114ba0441686)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37603843b070661c3b7f3b9723bb2eae = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4c3a484aef0710ff04056e8aefb5f9d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1371081e84b79c50399f021fee674b5e = $(`&lt;div id=&quot;html_1371081e84b79c50399f021fee674b5e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 140.59&lt;br&gt;Mortality Rate: 0.4468166505855367&lt;/div&gt;`)[0];\n",
              "                popup_4c3a484aef0710ff04056e8aefb5f9d6.setContent(html_1371081e84b79c50399f021fee674b5e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37603843b070661c3b7f3b9723bb2eae.bindPopup(popup_4c3a484aef0710ff04056e8aefb5f9d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dc4c14a04d6beb3984f705cd78d4fafc = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d452dc84346d423db7891097864d17d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_47841beef86f35ee77c584fe05cbb09f = $(`&lt;div id=&quot;html_47841beef86f35ee77c584fe05cbb09f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 243.04&lt;br&gt;Mortality Rate: 0.5762994704812358&lt;/div&gt;`)[0];\n",
              "                popup_d452dc84346d423db7891097864d17d2.setContent(html_47841beef86f35ee77c584fe05cbb09f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dc4c14a04d6beb3984f705cd78d4fafc.bindPopup(popup_d452dc84346d423db7891097864d17d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d70d10b4489730c16777306ad128341f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5c0caf5e30a984cfd743bbcf54345b5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24e121964a45d537b048a8ded4a3f0ff = $(`&lt;div id=&quot;html_24e121964a45d537b048a8ded4a3f0ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 406.82&lt;br&gt;Mortality Rate: 1.3245383376908513&lt;/div&gt;`)[0];\n",
              "                popup_5c0caf5e30a984cfd743bbcf54345b5a.setContent(html_24e121964a45d537b048a8ded4a3f0ff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d70d10b4489730c16777306ad128341f.bindPopup(popup_5c0caf5e30a984cfd743bbcf54345b5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3275ef5b397aa7473ae26b5edefa6918 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2eb119f68712615b70850d5db209f07c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72fd848da4d053a9ffc085e723de46fa = $(`&lt;div id=&quot;html_72fd848da4d053a9ffc085e723de46fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 179.35&lt;br&gt;Mortality Rate: 0.8442307293629924&lt;/div&gt;`)[0];\n",
              "                popup_2eb119f68712615b70850d5db209f07c.setContent(html_72fd848da4d053a9ffc085e723de46fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3275ef5b397aa7473ae26b5edefa6918.bindPopup(popup_2eb119f68712615b70850d5db209f07c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_180d067720cf88869429a11934be1562 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6bd8166efa325993b2f9c161c64f4eed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eb56aba8861e6a75158500a673e87116 = $(`&lt;div id=&quot;html_eb56aba8861e6a75158500a673e87116&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.54&lt;br&gt;Mortality Rate: 0.004116272344927158&lt;/div&gt;`)[0];\n",
              "                popup_6bd8166efa325993b2f9c161c64f4eed.setContent(html_eb56aba8861e6a75158500a673e87116);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_180d067720cf88869429a11934be1562.bindPopup(popup_6bd8166efa325993b2f9c161c64f4eed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7ee342a6bfbcaad74187f6875291be48 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_86ea3d0076b68b6b7bbf4558342a53e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19bb3c8ff38628df96a815fca891fc28 = $(`&lt;div id=&quot;html_19bb3c8ff38628df96a815fca891fc28&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 365.75&lt;br&gt;Mortality Rate: 0.5908640361560556&lt;/div&gt;`)[0];\n",
              "                popup_86ea3d0076b68b6b7bbf4558342a53e9.setContent(html_19bb3c8ff38628df96a815fca891fc28);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7ee342a6bfbcaad74187f6875291be48.bindPopup(popup_86ea3d0076b68b6b7bbf4558342a53e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_389fe0f2017f1769bec31232bb9678a6 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_48cf1c11d1deb0413789a5da8ab4e7da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_22408e8373317ac0612671fc22815ba5 = $(`&lt;div id=&quot;html_22408e8373317ac0612671fc22815ba5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.16&lt;br&gt;Mortality Rate: 0.0008941992401094857&lt;/div&gt;`)[0];\n",
              "                popup_48cf1c11d1deb0413789a5da8ab4e7da.setContent(html_22408e8373317ac0612671fc22815ba5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_389fe0f2017f1769bec31232bb9678a6.bindPopup(popup_48cf1c11d1deb0413789a5da8ab4e7da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_08c6f18d7c278e14f392e45ba1ae4672 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b95f7d8b3a37e1fb7172864b0bd5e054 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bfce6f8fed189468748dfe14b0120114 = $(`&lt;div id=&quot;html_bfce6f8fed189468748dfe14b0120114&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 272.83&lt;br&gt;Mortality Rate: 0.1892519605977418&lt;/div&gt;`)[0];\n",
              "                popup_b95f7d8b3a37e1fb7172864b0bd5e054.setContent(html_bfce6f8fed189468748dfe14b0120114);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_08c6f18d7c278e14f392e45ba1ae4672.bindPopup(popup_b95f7d8b3a37e1fb7172864b0bd5e054)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ee96131066a5cd5e9b46de5577bba888 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1ad90414054d3342bf568c20b2a711de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5afee9df2f488e73c1be2d8041d97824 = $(`&lt;div id=&quot;html_5afee9df2f488e73c1be2d8041d97824&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 349.28&lt;br&gt;Mortality Rate: 0.5645654116057864&lt;/div&gt;`)[0];\n",
              "                popup_1ad90414054d3342bf568c20b2a711de.setContent(html_5afee9df2f488e73c1be2d8041d97824);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ee96131066a5cd5e9b46de5577bba888.bindPopup(popup_1ad90414054d3342bf568c20b2a711de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_07d5934c50742980366f85859c9ece67 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_85551afc57c0d06d2e86b3a5178bdb50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35d719a365c90ec0861d1d5aae7aad16 = $(`&lt;div id=&quot;html_35d719a365c90ec0861d1d5aae7aad16&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 408.08&lt;br&gt;Mortality Rate: 1.1310279202165812&lt;/div&gt;`)[0];\n",
              "                popup_85551afc57c0d06d2e86b3a5178bdb50.setContent(html_35d719a365c90ec0861d1d5aae7aad16);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_07d5934c50742980366f85859c9ece67.bindPopup(popup_85551afc57c0d06d2e86b3a5178bdb50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_015ed8a2d02caebd0cb147694aaa793f = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_cb35b15a5353d7f52519bdb18f53a4b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5880c4f387400daaef82cd1f95ece2d5 = $(`&lt;div id=&quot;html_5880c4f387400daaef82cd1f95ece2d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 113.39&lt;br&gt;Mortality Rate: 0.46119783030864914&lt;/div&gt;`)[0];\n",
              "                popup_cb35b15a5353d7f52519bdb18f53a4b8.setContent(html_5880c4f387400daaef82cd1f95ece2d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_015ed8a2d02caebd0cb147694aaa793f.bindPopup(popup_cb35b15a5353d7f52519bdb18f53a4b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3130eeac702684f7aa96d22bebb8896f = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7f4c1d002330ab1ec8c8f31b817dca94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e1bd98a56a73b73d0fc447d4f8f3edf4 = $(`&lt;div id=&quot;html_e1bd98a56a73b73d0fc447d4f8f3edf4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 82.48&lt;br&gt;Mortality Rate: 0.23305309511656094&lt;/div&gt;`)[0];\n",
              "                popup_7f4c1d002330ab1ec8c8f31b817dca94.setContent(html_e1bd98a56a73b73d0fc447d4f8f3edf4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3130eeac702684f7aa96d22bebb8896f.bindPopup(popup_7f4c1d002330ab1ec8c8f31b817dca94)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8354b222acfc6f467b1a535501d53396 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_53ac2fc216106c636dd4e2c0a2b901d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80ffed73fd7c01dc57692907740a4db6 = $(`&lt;div id=&quot;html_80ffed73fd7c01dc57692907740a4db6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 82.48&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_53ac2fc216106c636dd4e2c0a2b901d4.setContent(html_80ffed73fd7c01dc57692907740a4db6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8354b222acfc6f467b1a535501d53396.bindPopup(popup_53ac2fc216106c636dd4e2c0a2b901d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f254cb348378593fcf5baf51d0099be1 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a6962bd5b01eb025e88354ac4abb7f28 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ffd247c9ef7367c0dcd2d09225f79ee6 = $(`&lt;div id=&quot;html_ffd247c9ef7367c0dcd2d09225f79ee6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 317.28&lt;br&gt;Mortality Rate: 0.6182079288272593&lt;/div&gt;`)[0];\n",
              "                popup_a6962bd5b01eb025e88354ac4abb7f28.setContent(html_ffd247c9ef7367c0dcd2d09225f79ee6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f254cb348378593fcf5baf51d0099be1.bindPopup(popup_a6962bd5b01eb025e88354ac4abb7f28)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d086c582d678886c1867067046790b8 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_31f770036a17bfbdf3fa0868f83684d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_57a9a275048eb5053e2d3cd1af36d212 = $(`&lt;div id=&quot;html_57a9a275048eb5053e2d3cd1af36d212&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_31f770036a17bfbdf3fa0868f83684d6.setContent(html_57a9a275048eb5053e2d3cd1af36d212);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d086c582d678886c1867067046790b8.bindPopup(popup_31f770036a17bfbdf3fa0868f83684d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3e940fe7e5e5f7f1f2c93c0c09edaf44 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e4d7b08f51f9a7883934d2f5349b6c4e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d626843d5c489a8e58a86b6b14a11aae = $(`&lt;div id=&quot;html_d626843d5c489a8e58a86b6b14a11aae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 65.21&lt;br&gt;Mortality Rate: 0.1569013289046545&lt;/div&gt;`)[0];\n",
              "                popup_e4d7b08f51f9a7883934d2f5349b6c4e.setContent(html_d626843d5c489a8e58a86b6b14a11aae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3e940fe7e5e5f7f1f2c93c0c09edaf44.bindPopup(popup_e4d7b08f51f9a7883934d2f5349b6c4e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1643134027127f443b621ed0929e10a6 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c4a4b0b0e3ee3c501d4ef961e6c3ddcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eb70c8166e42bec0eb7638a7012cc5fa = $(`&lt;div id=&quot;html_eb70c8166e42bec0eb7638a7012cc5fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_c4a4b0b0e3ee3c501d4ef961e6c3ddcf.setContent(html_eb70c8166e42bec0eb7638a7012cc5fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1643134027127f443b621ed0929e10a6.bindPopup(popup_c4a4b0b0e3ee3c501d4ef961e6c3ddcf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63933bfbe8c1ca0f5733ae95d5702db2 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8509da2127f98d3074663a4ab4de56c9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8187d4b94849a91bbd48c32de46ab697 = $(`&lt;div id=&quot;html_8187d4b94849a91bbd48c32de46ab697&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 376.98&lt;br&gt;Mortality Rate: 0.9984662041584397&lt;/div&gt;`)[0];\n",
              "                popup_8509da2127f98d3074663a4ab4de56c9.setContent(html_8187d4b94849a91bbd48c32de46ab697);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63933bfbe8c1ca0f5733ae95d5702db2.bindPopup(popup_8509da2127f98d3074663a4ab4de56c9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_207970afaff795c0179aae05829f8939 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_56b99df61775ef19de191a8e33d0feeb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_88e93428c5925f6ec5b762e43a94a8a5 = $(`&lt;div id=&quot;html_88e93428c5925f6ec5b762e43a94a8a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 4.55&lt;br&gt;Mortality Rate: 0.00907231085365909&lt;/div&gt;`)[0];\n",
              "                popup_56b99df61775ef19de191a8e33d0feeb.setContent(html_88e93428c5925f6ec5b762e43a94a8a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_207970afaff795c0179aae05829f8939.bindPopup(popup_56b99df61775ef19de191a8e33d0feeb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f1321e904c1818ee035d48d4cdee9050 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_cd43320e374c06e156ebf8a13bc37315 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c178e7ebb4ea6a75960f50052d1d408a = $(`&lt;div id=&quot;html_c178e7ebb4ea6a75960f50052d1d408a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 420.49&lt;br&gt;Mortality Rate: 1.3244913111150534&lt;/div&gt;`)[0];\n",
              "                popup_cd43320e374c06e156ebf8a13bc37315.setContent(html_c178e7ebb4ea6a75960f50052d1d408a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f1321e904c1818ee035d48d4cdee9050.bindPopup(popup_cd43320e374c06e156ebf8a13bc37315)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a8eeec53966eddd0e31bcd0470f6c743 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b120f29e909e2da0ea2a31b839410fd3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9869faf7a09361a0ed60be65e6d4cf74 = $(`&lt;div id=&quot;html_9869faf7a09361a0ed60be65e6d4cf74&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 328.65&lt;br&gt;Mortality Rate: 0.966667130821646&lt;/div&gt;`)[0];\n",
              "                popup_b120f29e909e2da0ea2a31b839410fd3.setContent(html_9869faf7a09361a0ed60be65e6d4cf74);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a8eeec53966eddd0e31bcd0470f6c743.bindPopup(popup_b120f29e909e2da0ea2a31b839410fd3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ed93235fe878c10305ebd091d047b307 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d464bea643f027165a17b9f79685a256 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09a61d94698a9764b3a72c5057eb019c = $(`&lt;div id=&quot;html_09a61d94698a9764b3a72c5057eb019c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 121.45&lt;br&gt;Mortality Rate: 0.2487985695433438&lt;/div&gt;`)[0];\n",
              "                popup_d464bea643f027165a17b9f79685a256.setContent(html_09a61d94698a9764b3a72c5057eb019c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ed93235fe878c10305ebd091d047b307.bindPopup(popup_d464bea643f027165a17b9f79685a256)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_83da1909b00327c7345a25efa874f5f1 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ffc009a2f5fe74953287bad1470dcc5b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_017abc2984dbca8fe4644c11cee35c58 = $(`&lt;div id=&quot;html_017abc2984dbca8fe4644c11cee35c58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 48.12&lt;br&gt;Mortality Rate: 0.056772142425822035&lt;/div&gt;`)[0];\n",
              "                popup_ffc009a2f5fe74953287bad1470dcc5b.setContent(html_017abc2984dbca8fe4644c11cee35c58);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_83da1909b00327c7345a25efa874f5f1.bindPopup(popup_ffc009a2f5fe74953287bad1470dcc5b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_196130869137084a38a76141d9cc26a1 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_99535d7398af331309c944098e715d6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e348c6d336aab9bf853a733ef4564da = $(`&lt;div id=&quot;html_4e348c6d336aab9bf853a733ef4564da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.9&lt;br&gt;Mortality Rate: 0.2820037062083329&lt;/div&gt;`)[0];\n",
              "                popup_99535d7398af331309c944098e715d6a.setContent(html_4e348c6d336aab9bf853a733ef4564da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_196130869137084a38a76141d9cc26a1.bindPopup(popup_99535d7398af331309c944098e715d6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b6ddc189c9078b6e3e086df995474234 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9339e06c3ec6c414d2dc133a6cb42302 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a18114a881b5101f5c15c1e11c08ce0 = $(`&lt;div id=&quot;html_4a18114a881b5101f5c15c1e11c08ce0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 67.9&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_9339e06c3ec6c414d2dc133a6cb42302.setContent(html_4a18114a881b5101f5c15c1e11c08ce0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b6ddc189c9078b6e3e086df995474234.bindPopup(popup_9339e06c3ec6c414d2dc133a6cb42302)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_51843c70d632bb0bd9edc24252d710cc = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bea9239c56d1a2d28d5d691d245139dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8f1d8ce1d6e05e1026623f9737578334 = $(`&lt;div id=&quot;html_8f1d8ce1d6e05e1026623f9737578334&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 432.7&lt;br&gt;Mortality Rate: 1.8131020312112565&lt;/div&gt;`)[0];\n",
              "                popup_bea9239c56d1a2d28d5d691d245139dd.setContent(html_8f1d8ce1d6e05e1026623f9737578334);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_51843c70d632bb0bd9edc24252d710cc.bindPopup(popup_bea9239c56d1a2d28d5d691d245139dd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8ec92bb27f65a9db355899aa12e2816 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_18f7eaa63594e1144a5664f0ee4e5f10 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d93476ffa6dc83d0607fad02be7eeb78 = $(`&lt;div id=&quot;html_d93476ffa6dc83d0607fad02be7eeb78&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 28.05&lt;br&gt;Mortality Rate: 0.10861712734930248&lt;/div&gt;`)[0];\n",
              "                popup_18f7eaa63594e1144a5664f0ee4e5f10.setContent(html_d93476ffa6dc83d0607fad02be7eeb78);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8ec92bb27f65a9db355899aa12e2816.bindPopup(popup_18f7eaa63594e1144a5664f0ee4e5f10)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_971deef29886b5777883868b5a9cb691 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7e25ef39cff27f92c519630b3bc06d16 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a430e971ed77e7dad4605de9a581ea1d = $(`&lt;div id=&quot;html_a430e971ed77e7dad4605de9a581ea1d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.61&lt;br&gt;Mortality Rate: 0.0019490059846734623&lt;/div&gt;`)[0];\n",
              "                popup_7e25ef39cff27f92c519630b3bc06d16.setContent(html_a430e971ed77e7dad4605de9a581ea1d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_971deef29886b5777883868b5a9cb691.bindPopup(popup_7e25ef39cff27f92c519630b3bc06d16)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4d3aa050ff382fbb1cc440924d801c23 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_676a9e3bd4539e37f5164be59216e5e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f1d2a33204bc61b12b17d62fbdc7b266 = $(`&lt;div id=&quot;html_f1d2a33204bc61b12b17d62fbdc7b266&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 234.38&lt;br&gt;Mortality Rate: 0.5164761380550802&lt;/div&gt;`)[0];\n",
              "                popup_676a9e3bd4539e37f5164be59216e5e7.setContent(html_f1d2a33204bc61b12b17d62fbdc7b266);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4d3aa050ff382fbb1cc440924d801c23.bindPopup(popup_676a9e3bd4539e37f5164be59216e5e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_256c621a56f0eff3d8c75d5681215945 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6c4c9a767cd12cd1b7baa1197c6b302b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_227c6e576270db1354c2d9cc6b8489bd = $(`&lt;div id=&quot;html_227c6e576270db1354c2d9cc6b8489bd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 31.45&lt;br&gt;Mortality Rate: 0.08818943913961784&lt;/div&gt;`)[0];\n",
              "                popup_6c4c9a767cd12cd1b7baa1197c6b302b.setContent(html_227c6e576270db1354c2d9cc6b8489bd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_256c621a56f0eff3d8c75d5681215945.bindPopup(popup_6c4c9a767cd12cd1b7baa1197c6b302b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_330113e4f0ab6ade694cb5434c3ec27a = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8cccbc2b97ee3490caab6193a57f2c88 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a0074a6a223eb80bd1a5a1d178bc4da = $(`&lt;div id=&quot;html_6a0074a6a223eb80bd1a5a1d178bc4da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 385.39&lt;br&gt;Mortality Rate: 0.7095183676180432&lt;/div&gt;`)[0];\n",
              "                popup_8cccbc2b97ee3490caab6193a57f2c88.setContent(html_6a0074a6a223eb80bd1a5a1d178bc4da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_330113e4f0ab6ade694cb5434c3ec27a.bindPopup(popup_8cccbc2b97ee3490caab6193a57f2c88)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_57e23c621107172e252b20614bda9b78 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f0ef0933d1112669aba49cf9257e6250 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_50c15060ff90f71f80c93ce7707f3f47 = $(`&lt;div id=&quot;html_50c15060ff90f71f80c93ce7707f3f47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 385.39&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_f0ef0933d1112669aba49cf9257e6250.setContent(html_50c15060ff90f71f80c93ce7707f3f47);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_57e23c621107172e252b20614bda9b78.bindPopup(popup_f0ef0933d1112669aba49cf9257e6250)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5271068732b261325b5224e3118dc4a6 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_04a6b4db5747aea128b787c3b0b51d11 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b33f9aebb71e142a6a71d97982a9bc3 = $(`&lt;div id=&quot;html_4b33f9aebb71e142a6a71d97982a9bc3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 254.24&lt;br&gt;Mortality Rate: 0.46553269204109476&lt;/div&gt;`)[0];\n",
              "                popup_04a6b4db5747aea128b787c3b0b51d11.setContent(html_4b33f9aebb71e142a6a71d97982a9bc3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5271068732b261325b5224e3118dc4a6.bindPopup(popup_04a6b4db5747aea128b787c3b0b51d11)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_401fb4a425584249f4c32d1f935eeeb5 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8c27eb6f0594a9611093cf73f41b6f26 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d00b5818deda8aab8a408274585ddd49 = $(`&lt;div id=&quot;html_d00b5818deda8aab8a408274585ddd49&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 225.77&lt;br&gt;Mortality Rate: 0.5137520400425968&lt;/div&gt;`)[0];\n",
              "                popup_8c27eb6f0594a9611093cf73f41b6f26.setContent(html_d00b5818deda8aab8a408274585ddd49);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_401fb4a425584249f4c32d1f935eeeb5.bindPopup(popup_8c27eb6f0594a9611093cf73f41b6f26)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_60e17deb9b2566f5bd0e864b9a7d6a0b = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_49190af39838b23d8e4e63a8e4680f73 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8da0c2269823b1864fc4406eff811664 = $(`&lt;div id=&quot;html_8da0c2269823b1864fc4406eff811664&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2013-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 81.95&lt;br&gt;Mortality Rate: 0.16266553708176698&lt;/div&gt;`)[0];\n",
              "                popup_49190af39838b23d8e4e63a8e4680f73.setContent(html_8da0c2269823b1864fc4406eff811664);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_60e17deb9b2566f5bd0e864b9a7d6a0b.bindPopup(popup_49190af39838b23d8e4e63a8e4680f73)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c29ff3f6064bf4d4cb0f848c751850bd = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b83e080e68897215d2c54bd17a8da9bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b6fbb1ce46aa07cf721c377f3a5c6e08 = $(`&lt;div id=&quot;html_b6fbb1ce46aa07cf721c377f3a5c6e08&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_b83e080e68897215d2c54bd17a8da9bc.setContent(html_b6fbb1ce46aa07cf721c377f3a5c6e08);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c29ff3f6064bf4d4cb0f848c751850bd.bindPopup(popup_b83e080e68897215d2c54bd17a8da9bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fc8e9c51a984d7b511f95186c3d9a906 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_feee3f4b4e72bc2bb8b793d9f2c2327f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ac0d44e69bf0e3e03431220e64b0b1e = $(`&lt;div id=&quot;html_8ac0d44e69bf0e3e03431220e64b0b1e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 187.94&lt;br&gt;Mortality Rate: 0.44366892080410236&lt;/div&gt;`)[0];\n",
              "                popup_feee3f4b4e72bc2bb8b793d9f2c2327f.setContent(html_8ac0d44e69bf0e3e03431220e64b0b1e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fc8e9c51a984d7b511f95186c3d9a906.bindPopup(popup_feee3f4b4e72bc2bb8b793d9f2c2327f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3dcd16440bdf3eceef8b9bdecdeb0519 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_feee0f464d9134600f800059383f5b24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59758d71f807b467f21ce8af80490e84 = $(`&lt;div id=&quot;html_59758d71f807b467f21ce8af80490e84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 399.24&lt;br&gt;Mortality Rate: 0.96892615661615&lt;/div&gt;`)[0];\n",
              "                popup_feee0f464d9134600f800059383f5b24.setContent(html_59758d71f807b467f21ce8af80490e84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3dcd16440bdf3eceef8b9bdecdeb0519.bindPopup(popup_feee0f464d9134600f800059383f5b24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_487cefcdfbcca42146ed05a0908688d1 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_790531bbb6b92fca7dfa9ce991bef82d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eeb11f201a7dd8ff13006529c042a256 = $(`&lt;div id=&quot;html_eeb11f201a7dd8ff13006529c042a256&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.5&lt;br&gt;Mortality Rate: 0.0022120213628175132&lt;/div&gt;`)[0];\n",
              "                popup_790531bbb6b92fca7dfa9ce991bef82d.setContent(html_eeb11f201a7dd8ff13006529c042a256);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_487cefcdfbcca42146ed05a0908688d1.bindPopup(popup_790531bbb6b92fca7dfa9ce991bef82d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_27ed49cb725f895478babad11dd51a02 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b1f586e04da7941a9018124cd724026d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_700a5b5ef1229f307917311d11ed598a = $(`&lt;div id=&quot;html_700a5b5ef1229f307917311d11ed598a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 436.06&lt;br&gt;Mortality Rate: 1.2260976182401586&lt;/div&gt;`)[0];\n",
              "                popup_b1f586e04da7941a9018124cd724026d.setContent(html_700a5b5ef1229f307917311d11ed598a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_27ed49cb725f895478babad11dd51a02.bindPopup(popup_b1f586e04da7941a9018124cd724026d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_be1981e84e7dd2fd36375f5979ff44ba = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8197c772278aa830d1c68821a2813692 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d58237860fac45db1dfa3cacb6b7760 = $(`&lt;div id=&quot;html_7d58237860fac45db1dfa3cacb6b7760&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 141.51&lt;br&gt;Mortality Rate: 0.4411661154313523&lt;/div&gt;`)[0];\n",
              "                popup_8197c772278aa830d1c68821a2813692.setContent(html_7d58237860fac45db1dfa3cacb6b7760);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be1981e84e7dd2fd36375f5979ff44ba.bindPopup(popup_8197c772278aa830d1c68821a2813692)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6eda9ab24926928e2f40622418a65e2a = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fc7d7e9bfce0eb6e7a51207b2d2d2919 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_611c2e95e3eaea89d124278b3bdbf1ee = $(`&lt;div id=&quot;html_611c2e95e3eaea89d124278b3bdbf1ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 244.08&lt;br&gt;Mortality Rate: 0.5706384221948525&lt;/div&gt;`)[0];\n",
              "                popup_fc7d7e9bfce0eb6e7a51207b2d2d2919.setContent(html_611c2e95e3eaea89d124278b3bdbf1ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6eda9ab24926928e2f40622418a65e2a.bindPopup(popup_fc7d7e9bfce0eb6e7a51207b2d2d2919)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7dba0137a0c92b86df134eca31f6352 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7a53438e9c38dd537f83c8328b12ae7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5391726e961d8c484bbdb7ed3392cd59 = $(`&lt;div id=&quot;html_5391726e961d8c484bbdb7ed3392cd59&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 393.04&lt;br&gt;Mortality Rate: 1.249287832999287&lt;/div&gt;`)[0];\n",
              "                popup_7a53438e9c38dd537f83c8328b12ae7d.setContent(html_5391726e961d8c484bbdb7ed3392cd59);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7dba0137a0c92b86df134eca31f6352.bindPopup(popup_7a53438e9c38dd537f83c8328b12ae7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ff4f8a64d9f1c12187b69831b23f6401 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f49cefdb205f769c720bbb2b741b6364 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_da5da9355e586571c893a33efffa814e = $(`&lt;div id=&quot;html_da5da9355e586571c893a33efffa814e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 170.27&lt;br&gt;Mortality Rate: 0.8122871907581196&lt;/div&gt;`)[0];\n",
              "                popup_f49cefdb205f769c720bbb2b741b6364.setContent(html_da5da9355e586571c893a33efffa814e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ff4f8a64d9f1c12187b69831b23f6401.bindPopup(popup_f49cefdb205f769c720bbb2b741b6364)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7da59d91a091cf0d169455f66e709411 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_04dd9ffdc719c83ff0ab017ba0b30c68 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b98bc52fa8a463938f77582e257a04a6 = $(`&lt;div id=&quot;html_b98bc52fa8a463938f77582e257a04a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 14.01&lt;br&gt;Mortality Rate: 0.024264801781845275&lt;/div&gt;`)[0];\n",
              "                popup_04dd9ffdc719c83ff0ab017ba0b30c68.setContent(html_b98bc52fa8a463938f77582e257a04a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7da59d91a091cf0d169455f66e709411.bindPopup(popup_04dd9ffdc719c83ff0ab017ba0b30c68)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b4d5ed0ad45920db5c3c76e59aafd27 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5e12683579e45bf1f35d75b626aa3d44 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d056871b51de18198e1bc582f69f4dcd = $(`&lt;div id=&quot;html_d056871b51de18198e1bc582f69f4dcd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 360.95&lt;br&gt;Mortality Rate: 0.5945105826744175&lt;/div&gt;`)[0];\n",
              "                popup_5e12683579e45bf1f35d75b626aa3d44.setContent(html_d056871b51de18198e1bc582f69f4dcd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b4d5ed0ad45920db5c3c76e59aafd27.bindPopup(popup_5e12683579e45bf1f35d75b626aa3d44)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7dd858ca894ea3f400f74e6ccf999b4b = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4dc48849d8f26101b28054490bf08fc4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c2b095c127ae2efa2e0df490f4ad34f2 = $(`&lt;div id=&quot;html_c2b095c127ae2efa2e0df490f4ad34f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.32&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_4dc48849d8f26101b28054490bf08fc4.setContent(html_c2b095c127ae2efa2e0df490f4ad34f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7dd858ca894ea3f400f74e6ccf999b4b.bindPopup(popup_4dc48849d8f26101b28054490bf08fc4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e53a13a807a022bdd49dd1c67de34c8 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4bc4c300baa171095e78e13113a08e42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_66175929d16844375ce19c05caeeeb05 = $(`&lt;div id=&quot;html_66175929d16844375ce19c05caeeeb05&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 285.74&lt;br&gt;Mortality Rate: 0.19625239277933554&lt;/div&gt;`)[0];\n",
              "                popup_4bc4c300baa171095e78e13113a08e42.setContent(html_66175929d16844375ce19c05caeeeb05);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e53a13a807a022bdd49dd1c67de34c8.bindPopup(popup_4bc4c300baa171095e78e13113a08e42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cec6b9195db27ee579e8da107a9aeeb9 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b3a9c040a1afe91a514cfb320400c1c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77699a0ebe1bef424de273695ab52fd7 = $(`&lt;div id=&quot;html_77699a0ebe1bef424de273695ab52fd7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 315.76&lt;br&gt;Mortality Rate: 0.5003837729681259&lt;/div&gt;`)[0];\n",
              "                popup_b3a9c040a1afe91a514cfb320400c1c2.setContent(html_77699a0ebe1bef424de273695ab52fd7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cec6b9195db27ee579e8da107a9aeeb9.bindPopup(popup_b3a9c040a1afe91a514cfb320400c1c2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_610ffb24496723fa1add7fbf0394308a = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0f22fc1d5e463be6b4314a0ea9af00f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b9ec15b909b5cb4b7e0a4abddb646990 = $(`&lt;div id=&quot;html_b9ec15b909b5cb4b7e0a4abddb646990&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 381.09&lt;br&gt;Mortality Rate: 1.0205265602934344&lt;/div&gt;`)[0];\n",
              "                popup_0f22fc1d5e463be6b4314a0ea9af00f5.setContent(html_b9ec15b909b5cb4b7e0a4abddb646990);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_610ffb24496723fa1add7fbf0394308a.bindPopup(popup_0f22fc1d5e463be6b4314a0ea9af00f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_84758ece74df2c7c7a17476e31dbd56b = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e85143c01eac6554cd8c9e7eb5ffae84 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cae36f9cebab17387ab2f3931c1d2207 = $(`&lt;div id=&quot;html_cae36f9cebab17387ab2f3931c1d2207&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 93.9&lt;br&gt;Mortality Rate: 0.44283600899209496&lt;/div&gt;`)[0];\n",
              "                popup_e85143c01eac6554cd8c9e7eb5ffae84.setContent(html_cae36f9cebab17387ab2f3931c1d2207);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_84758ece74df2c7c7a17476e31dbd56b.bindPopup(popup_e85143c01eac6554cd8c9e7eb5ffae84)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ee9c101b25d491cc4c31c52f03f30dac = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e82ab200f72a148ae5bd91ab315a88c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dd11efad3d7cd76764dab5ce0debefbf = $(`&lt;div id=&quot;html_dd11efad3d7cd76764dab5ce0debefbf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 83.87&lt;br&gt;Mortality Rate: 0.2320219887199436&lt;/div&gt;`)[0];\n",
              "                popup_e82ab200f72a148ae5bd91ab315a88c5.setContent(html_dd11efad3d7cd76764dab5ce0debefbf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ee9c101b25d491cc4c31c52f03f30dac.bindPopup(popup_e82ab200f72a148ae5bd91ab315a88c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a1c55b61f97a70fe6b0f17b772327dbd = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_caf4d6d0d1d2ed4e23c68b2610483f4e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7f4735288748e8e1d63f6555c3432c8e = $(`&lt;div id=&quot;html_7f4735288748e8e1d63f6555c3432c8e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 83.87&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_caf4d6d0d1d2ed4e23c68b2610483f4e.setContent(html_7f4735288748e8e1d63f6555c3432c8e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a1c55b61f97a70fe6b0f17b772327dbd.bindPopup(popup_caf4d6d0d1d2ed4e23c68b2610483f4e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1e1893ec37f1e97cadf86cba4551b430 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5df758f46b1fc71a77e0e3fb8b37dbcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35a2ad6a104a70cbc2698bf38b4c79e6 = $(`&lt;div id=&quot;html_35a2ad6a104a70cbc2698bf38b4c79e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 337.57&lt;br&gt;Mortality Rate: 0.7051824158881338&lt;/div&gt;`)[0];\n",
              "                popup_5df758f46b1fc71a77e0e3fb8b37dbcf.setContent(html_35a2ad6a104a70cbc2698bf38b4c79e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1e1893ec37f1e97cadf86cba4551b430.bindPopup(popup_5df758f46b1fc71a77e0e3fb8b37dbcf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5ae56a1f390aa90355feb28d763eed27 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_93d16ab2480be16a61576640513285c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cfc0110f59b9e9462e8cc7e666122565 = $(`&lt;div id=&quot;html_cfc0110f59b9e9462e8cc7e666122565&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_93d16ab2480be16a61576640513285c3.setContent(html_cfc0110f59b9e9462e8cc7e666122565);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5ae56a1f390aa90355feb28d763eed27.bindPopup(popup_93d16ab2480be16a61576640513285c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_97f16b7f7e1b2d669134d33177ad27f9 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dab9bb35632714f38caf10d323909a8c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0bc8c87052179bc5c0aab04a0b0f8f2 = $(`&lt;div id=&quot;html_a0bc8c87052179bc5c0aab04a0b0f8f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 45.78&lt;br&gt;Mortality Rate: 0.11005131488402532&lt;/div&gt;`)[0];\n",
              "                popup_dab9bb35632714f38caf10d323909a8c.setContent(html_a0bc8c87052179bc5c0aab04a0b0f8f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_97f16b7f7e1b2d669134d33177ad27f9.bindPopup(popup_dab9bb35632714f38caf10d323909a8c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bcc2557e14e5bc72ace91ff839c593d2 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7c1e75415e4ac2b3ed2531ae02d3beb0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a8564b754fd9574f8c0b0811a9d4f70 = $(`&lt;div id=&quot;html_2a8564b754fd9574f8c0b0811a9d4f70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_7c1e75415e4ac2b3ed2531ae02d3beb0.setContent(html_2a8564b754fd9574f8c0b0811a9d4f70);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bcc2557e14e5bc72ace91ff839c593d2.bindPopup(popup_7c1e75415e4ac2b3ed2531ae02d3beb0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_00246f46c3a4d0dd0357f9ade8b1b726 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_71f6cb5576218a1c101b91163f222fd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae5fda64385e5121f10eb4e58f44f037 = $(`&lt;div id=&quot;html_ae5fda64385e5121f10eb4e58f44f037&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 364.83&lt;br&gt;Mortality Rate: 0.9530044198820341&lt;/div&gt;`)[0];\n",
              "                popup_71f6cb5576218a1c101b91163f222fd2.setContent(html_ae5fda64385e5121f10eb4e58f44f037);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_00246f46c3a4d0dd0357f9ade8b1b726.bindPopup(popup_71f6cb5576218a1c101b91163f222fd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d5124ee10622c96522e9d1052d6050f = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_67f44f7f0a60cb4401a89cf30bd9a7cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_877b7ba4143947ed1906d596e3901430 = $(`&lt;div id=&quot;html_877b7ba4143947ed1906d596e3901430&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 14.49&lt;br&gt;Mortality Rate: 0.02897903300087695&lt;/div&gt;`)[0];\n",
              "                popup_67f44f7f0a60cb4401a89cf30bd9a7cc.setContent(html_877b7ba4143947ed1906d596e3901430);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d5124ee10622c96522e9d1052d6050f.bindPopup(popup_67f44f7f0a60cb4401a89cf30bd9a7cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6fb6cd6a81494b5ae4bf60d9f81f33ad = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0bb828900b64b5b5bcb65fb5ef9d4b62 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b7b2c9555592bcdd4510120844972d67 = $(`&lt;div id=&quot;html_b7b2c9555592bcdd4510120844972d67&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 400.25&lt;br&gt;Mortality Rate: 1.2058632623329717&lt;/div&gt;`)[0];\n",
              "                popup_0bb828900b64b5b5bcb65fb5ef9d4b62.setContent(html_b7b2c9555592bcdd4510120844972d67);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6fb6cd6a81494b5ae4bf60d9f81f33ad.bindPopup(popup_0bb828900b64b5b5bcb65fb5ef9d4b62)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5610d5914c748cda0515bf130e23ea28 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_360cb273c7fa882d9a74d85a1a10b936 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_739d1f470fd35917ea46d76f8724b9dc = $(`&lt;div id=&quot;html_739d1f470fd35917ea46d76f8724b9dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 314.4&lt;br&gt;Mortality Rate: 0.9206706764407716&lt;/div&gt;`)[0];\n",
              "                popup_360cb273c7fa882d9a74d85a1a10b936.setContent(html_739d1f470fd35917ea46d76f8724b9dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5610d5914c748cda0515bf130e23ea28.bindPopup(popup_360cb273c7fa882d9a74d85a1a10b936)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a4556359cfb5b0686ad3d0d3f0dd9d75 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a6157099789441477ca187007746a605 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ffcc59492817423eeba6b3bdd2fe9ef2 = $(`&lt;div id=&quot;html_ffcc59492817423eeba6b3bdd2fe9ef2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 219.81&lt;br&gt;Mortality Rate: 0.24286510097109976&lt;/div&gt;`)[0];\n",
              "                popup_a6157099789441477ca187007746a605.setContent(html_ffcc59492817423eeba6b3bdd2fe9ef2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a4556359cfb5b0686ad3d0d3f0dd9d75.bindPopup(popup_a6157099789441477ca187007746a605)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_171f614c461fde6f0d47ab519486d2d5 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_433a1bb6681c6394c1e21719dc0eb508 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae00d666a6d23ceacc6892e403dfba28 = $(`&lt;div id=&quot;html_ae00d666a6d23ceacc6892e403dfba28&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 8.96&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_433a1bb6681c6394c1e21719dc0eb508.setContent(html_ae00d666a6d23ceacc6892e403dfba28);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_171f614c461fde6f0d47ab519486d2d5.bindPopup(popup_433a1bb6681c6394c1e21719dc0eb508)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f1941ebc453a5a391c5706d09bd438e1 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b9f0586024be43a05c6081a72ec55c73 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e3d13cd751dc9bc6917db0ac28a66a29 = $(`&lt;div id=&quot;html_e3d13cd751dc9bc6917db0ac28a66a29&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 39.51&lt;br&gt;Mortality Rate: 0.2835298978376139&lt;/div&gt;`)[0];\n",
              "                popup_b9f0586024be43a05c6081a72ec55c73.setContent(html_e3d13cd751dc9bc6917db0ac28a66a29);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f1941ebc453a5a391c5706d09bd438e1.bindPopup(popup_b9f0586024be43a05c6081a72ec55c73)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0eb0390c0492bae14b0aac864eccc805 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_702fda292ba2ef62adea4907c25d81c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_290babf6e87a88f26338c613d514310f = $(`&lt;div id=&quot;html_290babf6e87a88f26338c613d514310f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 39.51&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_702fda292ba2ef62adea4907c25d81c3.setContent(html_290babf6e87a88f26338c613d514310f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0eb0390c0492bae14b0aac864eccc805.bindPopup(popup_702fda292ba2ef62adea4907c25d81c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b2c171df76ca6fbecf569945597fc11 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e16d67f7ae5d1055244cb9e6f5bbf2a8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_903526b547ca38008a05076e497978ec = $(`&lt;div id=&quot;html_903526b547ca38008a05076e497978ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 409.31&lt;br&gt;Mortality Rate: 1.561614231009673&lt;/div&gt;`)[0];\n",
              "                popup_e16d67f7ae5d1055244cb9e6f5bbf2a8.setContent(html_903526b547ca38008a05076e497978ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b2c171df76ca6fbecf569945597fc11.bindPopup(popup_e16d67f7ae5d1055244cb9e6f5bbf2a8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4b2cc47de29f265dee838bbbb4aba9d1 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1d175cd0a36db4c64ebb23c13d944edf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5034784de8d428433e260e8385efff08 = $(`&lt;div id=&quot;html_5034784de8d428433e260e8385efff08&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 32.1&lt;br&gt;Mortality Rate: 0.1231475738462804&lt;/div&gt;`)[0];\n",
              "                popup_1d175cd0a36db4c64ebb23c13d944edf.setContent(html_5034784de8d428433e260e8385efff08);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4b2cc47de29f265dee838bbbb4aba9d1.bindPopup(popup_1d175cd0a36db4c64ebb23c13d944edf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bef95ac7c31fbc17386d35666453bd0d = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4c61c603c3885414cfef3569d7b5d92b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa4c6302565e09b1cbaa4a0b958d2ca3 = $(`&lt;div id=&quot;html_fa4c6302565e09b1cbaa4a0b958d2ca3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.15&lt;br&gt;Mortality Rate: 0.0031792696417334027&lt;/div&gt;`)[0];\n",
              "                popup_4c61c603c3885414cfef3569d7b5d92b.setContent(html_fa4c6302565e09b1cbaa4a0b958d2ca3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bef95ac7c31fbc17386d35666453bd0d.bindPopup(popup_4c61c603c3885414cfef3569d7b5d92b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2d28be9300b83488678d1a8478db1dd = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6ded4092b2687fbd9ace02876eeef042 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f6acb3eff33c7c9261bdb8a50b56fcb4 = $(`&lt;div id=&quot;html_f6acb3eff33c7c9261bdb8a50b56fcb4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 236.14&lt;br&gt;Mortality Rate: 0.5406087993490578&lt;/div&gt;`)[0];\n",
              "                popup_6ded4092b2687fbd9ace02876eeef042.setContent(html_f6acb3eff33c7c9261bdb8a50b56fcb4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2d28be9300b83488678d1a8478db1dd.bindPopup(popup_6ded4092b2687fbd9ace02876eeef042)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af273ab24bedf1c8fad2678707d9e394 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f954ffc6c6b3c777df4dace36258ad82 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_708cddce47da2222f1ed21223f156ae4 = $(`&lt;div id=&quot;html_708cddce47da2222f1ed21223f156ae4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 33.38&lt;br&gt;Mortality Rate: 0.09699149358387353&lt;/div&gt;`)[0];\n",
              "                popup_f954ffc6c6b3c777df4dace36258ad82.setContent(html_708cddce47da2222f1ed21223f156ae4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af273ab24bedf1c8fad2678707d9e394.bindPopup(popup_f954ffc6c6b3c777df4dace36258ad82)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b6febb860b248a5db3d69adc9565795a = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_b482befa0015127c025285c6bf2ce16a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bd11a797e0a72effb28d09efcd01b163 = $(`&lt;div id=&quot;html_bd11a797e0a72effb28d09efcd01b163&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 384.68&lt;br&gt;Mortality Rate: 0.7148361989209403&lt;/div&gt;`)[0];\n",
              "                popup_b482befa0015127c025285c6bf2ce16a.setContent(html_bd11a797e0a72effb28d09efcd01b163);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b6febb860b248a5db3d69adc9565795a.bindPopup(popup_b482befa0015127c025285c6bf2ce16a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_07cb98f14d01f24ddbb3ae0876439929 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5ba834154a4da884a733636c06121fbd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa5c7a04422595f2edf13e0cf559c025 = $(`&lt;div id=&quot;html_fa5c7a04422595f2edf13e0cf559c025&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 384.68&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_5ba834154a4da884a733636c06121fbd.setContent(html_fa5c7a04422595f2edf13e0cf559c025);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_07cb98f14d01f24ddbb3ae0876439929.bindPopup(popup_5ba834154a4da884a733636c06121fbd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b5631be89614eb5ec09d0b3ca4a8275 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7cf282486058f4f678bc94a648cdb117 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e32070a3c5e6fba64268264a5d122b18 = $(`&lt;div id=&quot;html_e32070a3c5e6fba64268264a5d122b18&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 220.62&lt;br&gt;Mortality Rate: 0.4287970298987474&lt;/div&gt;`)[0];\n",
              "                popup_7cf282486058f4f678bc94a648cdb117.setContent(html_e32070a3c5e6fba64268264a5d122b18);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b5631be89614eb5ec09d0b3ca4a8275.bindPopup(popup_7cf282486058f4f678bc94a648cdb117)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f5bc08818d0d0efdb77a655e340a2a6b = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dc9ea80667836a3f4019d21a30d26620 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_01c989536835fb1cd0c2975b3ea71762 = $(`&lt;div id=&quot;html_01c989536835fb1cd0c2975b3ea71762&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 222.98&lt;br&gt;Mortality Rate: 0.5224366593206557&lt;/div&gt;`)[0];\n",
              "                popup_dc9ea80667836a3f4019d21a30d26620.setContent(html_01c989536835fb1cd0c2975b3ea71762);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f5bc08818d0d0efdb77a655e340a2a6b.bindPopup(popup_dc9ea80667836a3f4019d21a30d26620)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_480bc3129d65e81949524bbf236316c8 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dd4791fea5fa20910ed0f652446da19a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e40e1fabf287a532daf96c38368a0c0e = $(`&lt;div id=&quot;html_e40e1fabf287a532daf96c38368a0c0e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2014-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 101.89&lt;br&gt;Mortality Rate: 0.20136040242634234&lt;/div&gt;`)[0];\n",
              "                popup_dd4791fea5fa20910ed0f652446da19a.setContent(html_e40e1fabf287a532daf96c38368a0c0e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_480bc3129d65e81949524bbf236316c8.bindPopup(popup_dd4791fea5fa20910ed0f652446da19a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_62d544d57279e95c7ab9a3d103a88daa = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f21731c285f1d081d79f85d472c4a8a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e740733451f7387b66f0a13392cc9433 = $(`&lt;div id=&quot;html_e740733451f7387b66f0a13392cc9433&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_f21731c285f1d081d79f85d472c4a8a9.setContent(html_e740733451f7387b66f0a13392cc9433);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_62d544d57279e95c7ab9a3d103a88daa.bindPopup(popup_f21731c285f1d081d79f85d472c4a8a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c03b91f40b8b5305a1d837dd1fb9df3a = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fa6bdfdb392c46dcd5687e0999be2e28 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_98289f26ed163a62fc6c3c908761dfc5 = $(`&lt;div id=&quot;html_98289f26ed163a62fc6c3c908761dfc5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 199.99&lt;br&gt;Mortality Rate: 0.4462146080018356&lt;/div&gt;`)[0];\n",
              "                popup_fa6bdfdb392c46dcd5687e0999be2e28.setContent(html_98289f26ed163a62fc6c3c908761dfc5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c03b91f40b8b5305a1d837dd1fb9df3a.bindPopup(popup_fa6bdfdb392c46dcd5687e0999be2e28)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8a86a8b0663577a9f64557eea71b1f2 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_135c70e881bf4f4257ac73c6c5e831da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e82d368f080c70e3d86bff1756c6c4eb = $(`&lt;div id=&quot;html_e82d368f080c70e3d86bff1756c6c4eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 411.82&lt;br&gt;Mortality Rate: 1.0053249936452593&lt;/div&gt;`)[0];\n",
              "                popup_135c70e881bf4f4257ac73c6c5e831da.setContent(html_e82d368f080c70e3d86bff1756c6c4eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8a86a8b0663577a9f64557eea71b1f2.bindPopup(popup_135c70e881bf4f4257ac73c6c5e831da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b53c5684d6fcbdc0ac60739053303fb = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7ab710853f481d1cc18a1b005ad2e5f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_65621033906a911f13ae23c698e87fee = $(`&lt;div id=&quot;html_65621033906a911f13ae23c698e87fee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.37&lt;br&gt;Mortality Rate: 0.0004338072967254924&lt;/div&gt;`)[0];\n",
              "                popup_7ab710853f481d1cc18a1b005ad2e5f6.setContent(html_65621033906a911f13ae23c698e87fee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b53c5684d6fcbdc0ac60739053303fb.bindPopup(popup_7ab710853f481d1cc18a1b005ad2e5f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_678d0a9600fc73e68b22fb11b996d6cb = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_03ac6afa107e4027e285b4d2a03b3f01 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e7dd97acfa4b8ad703b40019142c0e25 = $(`&lt;div id=&quot;html_e7dd97acfa4b8ad703b40019142c0e25&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 400.09&lt;br&gt;Mortality Rate: 1.093652057944807&lt;/div&gt;`)[0];\n",
              "                popup_03ac6afa107e4027e285b4d2a03b3f01.setContent(html_e7dd97acfa4b8ad703b40019142c0e25);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_678d0a9600fc73e68b22fb11b996d6cb.bindPopup(popup_03ac6afa107e4027e285b4d2a03b3f01)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_84b7c4b41c5b7b15a442a5c4f6023be0 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_290ef85887ec332b0147c1b7cc900184 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60632ffe82fb9ca4db89cc03e403cc80 = $(`&lt;div id=&quot;html_60632ffe82fb9ca4db89cc03e403cc80&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 165.5&lt;br&gt;Mortality Rate: 0.4537086651549881&lt;/div&gt;`)[0];\n",
              "                popup_290ef85887ec332b0147c1b7cc900184.setContent(html_60632ffe82fb9ca4db89cc03e403cc80);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_84b7c4b41c5b7b15a442a5c4f6023be0.bindPopup(popup_290ef85887ec332b0147c1b7cc900184)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_255f7eecb15f208eb37426d56e9dd63d = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_08767a295379442a3c8f63ee99b5f25d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7b87474f828569b570a6763f656c1906 = $(`&lt;div id=&quot;html_7b87474f828569b570a6763f656c1906&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 254.5&lt;br&gt;Mortality Rate: 0.5723374878316905&lt;/div&gt;`)[0];\n",
              "                popup_08767a295379442a3c8f63ee99b5f25d.setContent(html_7b87474f828569b570a6763f656c1906);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_255f7eecb15f208eb37426d56e9dd63d.bindPopup(popup_08767a295379442a3c8f63ee99b5f25d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5387001565d526e82edeea8c11c72e8f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_439febc77ead4cdc7b2112aadb797786 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_305e8367a9929191fcda691b223572a4 = $(`&lt;div id=&quot;html_305e8367a9929191fcda691b223572a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 379.91&lt;br&gt;Mortality Rate: 1.1526491321516898&lt;/div&gt;`)[0];\n",
              "                popup_439febc77ead4cdc7b2112aadb797786.setContent(html_305e8367a9929191fcda691b223572a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5387001565d526e82edeea8c11c72e8f.bindPopup(popup_439febc77ead4cdc7b2112aadb797786)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eb9602a9a23d2a1549ae17ab6e55c4fa = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_530ec063d4ebc9460fae82845d6ee590 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9eb8db405374969b32ea00c16df81330 = $(`&lt;div id=&quot;html_9eb8db405374969b32ea00c16df81330&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 167.28&lt;br&gt;Mortality Rate: 0.7894472200467968&lt;/div&gt;`)[0];\n",
              "                popup_530ec063d4ebc9460fae82845d6ee590.setContent(html_9eb8db405374969b32ea00c16df81330);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eb9602a9a23d2a1549ae17ab6e55c4fa.bindPopup(popup_530ec063d4ebc9460fae82845d6ee590)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c93d97bb103fa18c650006071cf6f93b = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_534fe4efc2e3a6411e26dcf7cace8e5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b88ce62dc09a4356fc1b5f62a3c579fc = $(`&lt;div id=&quot;html_b88ce62dc09a4356fc1b5f62a3c579fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 13.82&lt;br&gt;Mortality Rate: 0.023850718353823422&lt;/div&gt;`)[0];\n",
              "                popup_534fe4efc2e3a6411e26dcf7cace8e5a.setContent(html_b88ce62dc09a4356fc1b5f62a3c579fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c93d97bb103fa18c650006071cf6f93b.bindPopup(popup_534fe4efc2e3a6411e26dcf7cace8e5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a12966fee646767dde52ac3a2595a186 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f0c7dc0520827253d98c94f5235fef2d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3eb84268b20b3d1afc5d706c7c23a360 = $(`&lt;div id=&quot;html_3eb84268b20b3d1afc5d706c7c23a360&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 339.48&lt;br&gt;Mortality Rate: 0.5241381972764116&lt;/div&gt;`)[0];\n",
              "                popup_f0c7dc0520827253d98c94f5235fef2d.setContent(html_3eb84268b20b3d1afc5d706c7c23a360);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a12966fee646767dde52ac3a2595a186.bindPopup(popup_f0c7dc0520827253d98c94f5235fef2d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21f869fb525dff1596971c87fab3e745 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5b649b9b3d93406a73ca452ea0b7de2b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d164c0c41977ae519f045418cdadfa8 = $(`&lt;div id=&quot;html_6d164c0c41977ae519f045418cdadfa8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.51&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_5b649b9b3d93406a73ca452ea0b7de2b.setContent(html_6d164c0c41977ae519f045418cdadfa8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21f869fb525dff1596971c87fab3e745.bindPopup(popup_5b649b9b3d93406a73ca452ea0b7de2b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f1b4f88888cb1899b6e33f103bf26f77 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_476b2f7ba3ede3cb64f50146ea105436 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_82256650a5547060a5da099f94965e70 = $(`&lt;div id=&quot;html_82256650a5547060a5da099f94965e70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 284.44&lt;br&gt;Mortality Rate: 0.19423056351018997&lt;/div&gt;`)[0];\n",
              "                popup_476b2f7ba3ede3cb64f50146ea105436.setContent(html_82256650a5547060a5da099f94965e70);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f1b4f88888cb1899b6e33f103bf26f77.bindPopup(popup_476b2f7ba3ede3cb64f50146ea105436)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_88d954278478d99d9edf46c64ec5e57e = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e4b5cdb643244242be04a72105e484ca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6200204d37867980b589b057f1fcf1a = $(`&lt;div id=&quot;html_a6200204d37867980b589b057f1fcf1a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 277.19&lt;br&gt;Mortality Rate: 0.4426942954643768&lt;/div&gt;`)[0];\n",
              "                popup_e4b5cdb643244242be04a72105e484ca.setContent(html_a6200204d37867980b589b057f1fcf1a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_88d954278478d99d9edf46c64ec5e57e.bindPopup(popup_e4b5cdb643244242be04a72105e484ca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fecededfe2d8795e3567fdf35d7e87c4 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6971089fcad9f570a59a9a11641f7167 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f3cb995183f0b5d3cbae10f48cdf8985 = $(`&lt;div id=&quot;html_f3cb995183f0b5d3cbae10f48cdf8985&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 356.64&lt;br&gt;Mortality Rate: 0.9024601586891723&lt;/div&gt;`)[0];\n",
              "                popup_6971089fcad9f570a59a9a11641f7167.setContent(html_f3cb995183f0b5d3cbae10f48cdf8985);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fecededfe2d8795e3567fdf35d7e87c4.bindPopup(popup_6971089fcad9f570a59a9a11641f7167)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d7519876069957d166b78f6a3cd8e834 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1302368647b07fc2f999da0ebf46c209 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0fa183778fc450d148a9d979e2afd8b3 = $(`&lt;div id=&quot;html_0fa183778fc450d148a9d979e2afd8b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 79.77&lt;br&gt;Mortality Rate: 0.42930954392009923&lt;/div&gt;`)[0];\n",
              "                popup_1302368647b07fc2f999da0ebf46c209.setContent(html_0fa183778fc450d148a9d979e2afd8b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d7519876069957d166b78f6a3cd8e834.bindPopup(popup_1302368647b07fc2f999da0ebf46c209)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c5fa58d94f002130fd01d70f76e2920d = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1b0655a0b9654b5275ba9a83e490bda1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0600154710d26af30470552468af0a03 = $(`&lt;div id=&quot;html_0600154710d26af30470552468af0a03&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 72.17&lt;br&gt;Mortality Rate: 0.23183895461335188&lt;/div&gt;`)[0];\n",
              "                popup_1b0655a0b9654b5275ba9a83e490bda1.setContent(html_0600154710d26af30470552468af0a03);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c5fa58d94f002130fd01d70f76e2920d.bindPopup(popup_1b0655a0b9654b5275ba9a83e490bda1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b87d67bf5e0693f8ab4187cd8f05ae12 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0d0b494cf02f30e4f96ef9dfc2f956b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dd7ca24be12697cf5254de5265546441 = $(`&lt;div id=&quot;html_dd7ca24be12697cf5254de5265546441&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 72.17&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_0d0b494cf02f30e4f96ef9dfc2f956b2.setContent(html_dd7ca24be12697cf5254de5265546441);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b87d67bf5e0693f8ab4187cd8f05ae12.bindPopup(popup_0d0b494cf02f30e4f96ef9dfc2f956b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f22ec10d9e735adea915a89fc87ae67a = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3ca4152159a57caeab157dcf4f7e6a37 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51037396db9b6727b6e8409c9739bbb2 = $(`&lt;div id=&quot;html_51037396db9b6727b6e8409c9739bbb2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 346.97&lt;br&gt;Mortality Rate: 0.714389628320096&lt;/div&gt;`)[0];\n",
              "                popup_3ca4152159a57caeab157dcf4f7e6a37.setContent(html_51037396db9b6727b6e8409c9739bbb2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f22ec10d9e735adea915a89fc87ae67a.bindPopup(popup_3ca4152159a57caeab157dcf4f7e6a37)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b583f9bc58cbc8558e8f34667a379a0 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_79c47e2e36c217b88a66335b2a131454 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6213019b06d821bec9d486db61be1b88 = $(`&lt;div id=&quot;html_6213019b06d821bec9d486db61be1b88&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_79c47e2e36c217b88a66335b2a131454.setContent(html_6213019b06d821bec9d486db61be1b88);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b583f9bc58cbc8558e8f34667a379a0.bindPopup(popup_79c47e2e36c217b88a66335b2a131454)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_89cc84297d7c1cf8dff13b840fd9a9f1 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_988df5d4afb77e4002ec3d92fa685c2c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed4b4c78fac29288172baf54ef2c0299 = $(`&lt;div id=&quot;html_ed4b4c78fac29288172baf54ef2c0299&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 97.32&lt;br&gt;Mortality Rate: 0.233391836887113&lt;/div&gt;`)[0];\n",
              "                popup_988df5d4afb77e4002ec3d92fa685c2c.setContent(html_ed4b4c78fac29288172baf54ef2c0299);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_89cc84297d7c1cf8dff13b840fd9a9f1.bindPopup(popup_988df5d4afb77e4002ec3d92fa685c2c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_602c716da9e5e2bf5b111b2088366aec = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e2f65d7099d2ecdabfafe7feb81eec17 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d2102c438b614523de2ed4b7704b6171 = $(`&lt;div id=&quot;html_d2102c438b614523de2ed4b7704b6171&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_e2f65d7099d2ecdabfafe7feb81eec17.setContent(html_d2102c438b614523de2ed4b7704b6171);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_602c716da9e5e2bf5b111b2088366aec.bindPopup(popup_e2f65d7099d2ecdabfafe7feb81eec17)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e308ea55dddaaa9345e2696b72a45e26 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0705e02635c883a861e68b216699cf9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c8802003b7a91851708576cb1f6cdb4 = $(`&lt;div id=&quot;html_1c8802003b7a91851708576cb1f6cdb4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 355.88&lt;br&gt;Mortality Rate: 0.891807197981943&lt;/div&gt;`)[0];\n",
              "                popup_0705e02635c883a861e68b216699cf9f.setContent(html_1c8802003b7a91851708576cb1f6cdb4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e308ea55dddaaa9345e2696b72a45e26.bindPopup(popup_0705e02635c883a861e68b216699cf9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1c692871ad36d9f4bd8569639c5e4e1c = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f2403f92d9fa67987692aca67df2ec53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9e45c20552d5c776a5a10f30c89c4589 = $(`&lt;div id=&quot;html_9e45c20552d5c776a5a10f30c89c4589&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 10.88&lt;br&gt;Mortality Rate: 0.01664692399890656&lt;/div&gt;`)[0];\n",
              "                popup_f2403f92d9fa67987692aca67df2ec53.setContent(html_9e45c20552d5c776a5a10f30c89c4589);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1c692871ad36d9f4bd8569639c5e4e1c.bindPopup(popup_f2403f92d9fa67987692aca67df2ec53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a1d838abfbd5cf130cee40308a44becb = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e0cee731218cedfb132ed32291aae2c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1f8e8202232c7b7faf34309c4f9bcd57 = $(`&lt;div id=&quot;html_1f8e8202232c7b7faf34309c4f9bcd57&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 369.83&lt;br&gt;Mortality Rate: 1.0680578080699423&lt;/div&gt;`)[0];\n",
              "                popup_e0cee731218cedfb132ed32291aae2c3.setContent(html_1f8e8202232c7b7faf34309c4f9bcd57);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a1d838abfbd5cf130cee40308a44becb.bindPopup(popup_e0cee731218cedfb132ed32291aae2c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_458316ffa5042f27083a9ffd5db536be = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_52d890e5c69b4d5b400a2f76d83db98d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_915c914daf18709b4d847ed2103f6442 = $(`&lt;div id=&quot;html_915c914daf18709b4d847ed2103f6442&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 296.08&lt;br&gt;Mortality Rate: 0.8862050834479713&lt;/div&gt;`)[0];\n",
              "                popup_52d890e5c69b4d5b400a2f76d83db98d.setContent(html_915c914daf18709b4d847ed2103f6442);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_458316ffa5042f27083a9ffd5db536be.bindPopup(popup_52d890e5c69b4d5b400a2f76d83db98d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_47d7fd5d744443f5afcbab7e239f2cbd = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7129074ba5feca6317e5f1fce670e66a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_08b3c7e21ba416d95a5b0b9cbe69b9b5 = $(`&lt;div id=&quot;html_08b3c7e21ba416d95a5b0b9cbe69b9b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 341.96&lt;br&gt;Mortality Rate: 0.24040280481963391&lt;/div&gt;`)[0];\n",
              "                popup_7129074ba5feca6317e5f1fce670e66a.setContent(html_08b3c7e21ba416d95a5b0b9cbe69b9b5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_47d7fd5d744443f5afcbab7e239f2cbd.bindPopup(popup_7129074ba5feca6317e5f1fce670e66a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ecb59cdc13d66ad7f7cf3d408ceb2a63 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e554510d84972a803821e636d6334867 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2c402bbc393ed482e76b5d3db201d94f = $(`&lt;div id=&quot;html_2c402bbc393ed482e76b5d3db201d94f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 10.32&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_e554510d84972a803821e636d6334867.setContent(html_2c402bbc393ed482e76b5d3db201d94f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ecb59cdc13d66ad7f7cf3d408ceb2a63.bindPopup(popup_e554510d84972a803821e636d6334867)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e0421a979d491c2fb3e90c2b0fb7fe64 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a153e28546e2e1ea92a457b22e44d96b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dba5c2562524ba11871d7c88ea87e97e = $(`&lt;div id=&quot;html_dba5c2562524ba11871d7c88ea87e97e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 69.8&lt;br&gt;Mortality Rate: 0.28155120083816165&lt;/div&gt;`)[0];\n",
              "                popup_a153e28546e2e1ea92a457b22e44d96b.setContent(html_dba5c2562524ba11871d7c88ea87e97e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e0421a979d491c2fb3e90c2b0fb7fe64.bindPopup(popup_a153e28546e2e1ea92a457b22e44d96b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_541e004b0f18a37339c7f311e052373a = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7159a2415d53c8fcebbc6bcba91d2e13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d604b4c14b62130e0ac6131949c0f286 = $(`&lt;div id=&quot;html_d604b4c14b62130e0ac6131949c0f286&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 69.8&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_7159a2415d53c8fcebbc6bcba91d2e13.setContent(html_d604b4c14b62130e0ac6131949c0f286);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_541e004b0f18a37339c7f311e052373a.bindPopup(popup_7159a2415d53c8fcebbc6bcba91d2e13)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_418a68caafe336c5829d991adecdf18d = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_68cf62aabcc3a5c9acf1fcccbafbccbd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e78f481d70b7dd93096303160b0f190 = $(`&lt;div id=&quot;html_5e78f481d70b7dd93096303160b0f190&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 403.72&lt;br&gt;Mortality Rate: 1.478924909904928&lt;/div&gt;`)[0];\n",
              "                popup_68cf62aabcc3a5c9acf1fcccbafbccbd.setContent(html_5e78f481d70b7dd93096303160b0f190);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_418a68caafe336c5829d991adecdf18d.bindPopup(popup_68cf62aabcc3a5c9acf1fcccbafbccbd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_819b53bb68575473eba7a905f439f62d = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f016a3d5e62f005422baae2de3747633 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d05a8b7696b57f91e91271fc7767a913 = $(`&lt;div id=&quot;html_d05a8b7696b57f91e91271fc7767a913&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 37.27&lt;br&gt;Mortality Rate: 0.14305532165070003&lt;/div&gt;`)[0];\n",
              "                popup_f016a3d5e62f005422baae2de3747633.setContent(html_d05a8b7696b57f91e91271fc7767a913);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_819b53bb68575473eba7a905f439f62d.bindPopup(popup_f016a3d5e62f005422baae2de3747633)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bb168af60d13cdf7f9b03e21511a1a7b = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5ecba0b160ecdec627d829133a9d7c1a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ea14def58a4852a73e4cc8b82774be0 = $(`&lt;div id=&quot;html_2ea14def58a4852a73e4cc8b82774be0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.21&lt;br&gt;Mortality Rate: 0.0019686270995050085&lt;/div&gt;`)[0];\n",
              "                popup_5ecba0b160ecdec627d829133a9d7c1a.setContent(html_2ea14def58a4852a73e4cc8b82774be0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bb168af60d13cdf7f9b03e21511a1a7b.bindPopup(popup_5ecba0b160ecdec627d829133a9d7c1a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_43461189302e3cc6f790b412a32a8f01 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_bdbbf6bfc9b8cf465ae8a1f1c3fedc15 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0fc1ccd31bdb327e33a552019fa94e6 = $(`&lt;div id=&quot;html_f0fc1ccd31bdb327e33a552019fa94e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 240.36&lt;br&gt;Mortality Rate: 0.5726128987621288&lt;/div&gt;`)[0];\n",
              "                popup_bdbbf6bfc9b8cf465ae8a1f1c3fedc15.setContent(html_f0fc1ccd31bdb327e33a552019fa94e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_43461189302e3cc6f790b412a32a8f01.bindPopup(popup_bdbbf6bfc9b8cf465ae8a1f1c3fedc15)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_139f67954ff5f91a0fb647d5e622f13f = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8458b9918c45ef159864444a1f75f389 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_966d42529ad46eddb6c17d6e4292c16d = $(`&lt;div id=&quot;html_966d42529ad46eddb6c17d6e4292c16d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 35.88&lt;br&gt;Mortality Rate: 0.10539365591494189&lt;/div&gt;`)[0];\n",
              "                popup_8458b9918c45ef159864444a1f75f389.setContent(html_966d42529ad46eddb6c17d6e4292c16d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_139f67954ff5f91a0fb647d5e622f13f.bindPopup(popup_8458b9918c45ef159864444a1f75f389)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ad17b6bea2cec2e33a4dd3a2e2737cff = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3651ab9caeba8298523f122bce0e2f8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_801a9ebf96241baef33d7af52c9b6005 = $(`&lt;div id=&quot;html_801a9ebf96241baef33d7af52c9b6005&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 364.31&lt;br&gt;Mortality Rate: 0.6768158716934809&lt;/div&gt;`)[0];\n",
              "                popup_3651ab9caeba8298523f122bce0e2f8b.setContent(html_801a9ebf96241baef33d7af52c9b6005);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ad17b6bea2cec2e33a4dd3a2e2737cff.bindPopup(popup_3651ab9caeba8298523f122bce0e2f8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a87db7a50e9a45dc652510b87daa7b63 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1f2654fdbec730a541949c7d976f21c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e9521e4beda578b68708efd6b21e35b = $(`&lt;div id=&quot;html_3e9521e4beda578b68708efd6b21e35b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 364.31&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_1f2654fdbec730a541949c7d976f21c5.setContent(html_3e9521e4beda578b68708efd6b21e35b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a87db7a50e9a45dc652510b87daa7b63.bindPopup(popup_1f2654fdbec730a541949c7d976f21c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6edf5e02a928125de2004d8975d3785e = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d685812ed0180ff11d413a2a973ecad1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6e49bae6a9f6476761aa907bebc377a = $(`&lt;div id=&quot;html_a6e49bae6a9f6476761aa907bebc377a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 236.11&lt;br&gt;Mortality Rate: 0.43220765093460706&lt;/div&gt;`)[0];\n",
              "                popup_d685812ed0180ff11d413a2a973ecad1.setContent(html_a6e49bae6a9f6476761aa907bebc377a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6edf5e02a928125de2004d8975d3785e.bindPopup(popup_d685812ed0180ff11d413a2a973ecad1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2815fa607537cd8275aeea095ad97088 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_aa46faea1259e6fe5d1d52981dada743 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c55b28d7e2896759929628b179e4de8d = $(`&lt;div id=&quot;html_c55b28d7e2896759929628b179e4de8d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 202.55&lt;br&gt;Mortality Rate: 0.49666948338372857&lt;/div&gt;`)[0];\n",
              "                popup_aa46faea1259e6fe5d1d52981dada743.setContent(html_c55b28d7e2896759929628b179e4de8d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2815fa607537cd8275aeea095ad97088.bindPopup(popup_aa46faea1259e6fe5d1d52981dada743)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bac8bfa6dc986e630c55dfbe1ebfae61 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1e09725cdb2de2867fc815c41f8a07ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc6d06db1b518a5e5e7ae169c6287d16 = $(`&lt;div id=&quot;html_dc6d06db1b518a5e5e7ae169c6287d16&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2015-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 97.65&lt;br&gt;Mortality Rate: 0.19201780975782515&lt;/div&gt;`)[0];\n",
              "                popup_1e09725cdb2de2867fc815c41f8a07ed.setContent(html_dc6d06db1b518a5e5e7ae169c6287d16);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bac8bfa6dc986e630c55dfbe1ebfae61.bindPopup(popup_1e09725cdb2de2867fc815c41f8a07ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e4aee48ba7159c3d42253d7727c3eb8 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_cdfc50406c7dd412c067750e568e7d73 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fb980faee89a72715d31458530d19cb5 = $(`&lt;div id=&quot;html_fb980faee89a72715d31458530d19cb5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_cdfc50406c7dd412c067750e568e7d73.setContent(html_fb980faee89a72715d31458530d19cb5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e4aee48ba7159c3d42253d7727c3eb8.bindPopup(popup_cdfc50406c7dd412c067750e568e7d73)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_996d34659df877819610a635de8ee528 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ba39599fee6d85ee9576fa73f952cd1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5ea09f469c6ac7bd8c262e0e5590237 = $(`&lt;div id=&quot;html_e5ea09f469c6ac7bd8c262e0e5590237&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 219.99&lt;br&gt;Mortality Rate: 0.4606454125856559&lt;/div&gt;`)[0];\n",
              "                popup_ba39599fee6d85ee9576fa73f952cd1b.setContent(html_e5ea09f469c6ac7bd8c262e0e5590237);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_996d34659df877819610a635de8ee528.bindPopup(popup_ba39599fee6d85ee9576fa73f952cd1b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c006e49c5540834c324c7040884f350e = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_68c1d6d577cb60d5f1bce039a9f0e871 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a91cd7e88ec85336692713776adfdff0 = $(`&lt;div id=&quot;html_a91cd7e88ec85336692713776adfdff0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 421.58&lt;br&gt;Mortality Rate: 0.9971505543697051&lt;/div&gt;`)[0];\n",
              "                popup_68c1d6d577cb60d5f1bce039a9f0e871.setContent(html_a91cd7e88ec85336692713776adfdff0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c006e49c5540834c324c7040884f350e.bindPopup(popup_68c1d6d577cb60d5f1bce039a9f0e871)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf36d692bd1534258343fecc033546c7 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4764b08a4d769e048d449d216c62d88d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e42d4365dbc559c1f427ff9b5cb0bd6 = $(`&lt;div id=&quot;html_0e42d4365dbc559c1f427ff9b5cb0bd6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.81&lt;br&gt;Mortality Rate: 0.0012752846435324363&lt;/div&gt;`)[0];\n",
              "                popup_4764b08a4d769e048d449d216c62d88d.setContent(html_0e42d4365dbc559c1f427ff9b5cb0bd6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf36d692bd1534258343fecc033546c7.bindPopup(popup_4764b08a4d769e048d449d216c62d88d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1a03318eb50e992917afe11822fbd34a = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f681857db8cfca2d980322f1cc3351a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_df29b204675e0263c5cc8945764a39bc = $(`&lt;div id=&quot;html_df29b204675e0263c5cc8945764a39bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 401.73&lt;br&gt;Mortality Rate: 1.008689892214458&lt;/div&gt;`)[0];\n",
              "                popup_f681857db8cfca2d980322f1cc3351a3.setContent(html_df29b204675e0263c5cc8945764a39bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1a03318eb50e992917afe11822fbd34a.bindPopup(popup_f681857db8cfca2d980322f1cc3351a3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d1b5862b755ee4b90712a5340ded407d = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_22fc53855930c58922ca387f9b6e7d43 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35d04f911d1627617d46c3f49cb5789c = $(`&lt;div id=&quot;html_35d04f911d1627617d46c3f49cb5789c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 225.74&lt;br&gt;Mortality Rate: 0.5119538284048529&lt;/div&gt;`)[0];\n",
              "                popup_22fc53855930c58922ca387f9b6e7d43.setContent(html_35d04f911d1627617d46c3f49cb5789c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d1b5862b755ee4b90712a5340ded407d.bindPopup(popup_22fc53855930c58922ca387f9b6e7d43)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a2080174de1f0e5998ef5141c7ede1d3 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_68a0f5076e9786fcfff4948160efd885 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_163a417928b910e4324f6879bf545e7d = $(`&lt;div id=&quot;html_163a417928b910e4324f6879bf545e7d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 264.31&lt;br&gt;Mortality Rate: 0.5777333738760263&lt;/div&gt;`)[0];\n",
              "                popup_68a0f5076e9786fcfff4948160efd885.setContent(html_163a417928b910e4324f6879bf545e7d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a2080174de1f0e5998ef5141c7ede1d3.bindPopup(popup_68a0f5076e9786fcfff4948160efd885)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ae34899aeea54b9ae8490813002a3c3b = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a7a77143e0b17725fdd75c140a1a2930 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_21a44d741f607901d19695d8ea1e990b = $(`&lt;div id=&quot;html_21a44d741f607901d19695d8ea1e990b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 362.02&lt;br&gt;Mortality Rate: 1.054611201838759&lt;/div&gt;`)[0];\n",
              "                popup_a7a77143e0b17725fdd75c140a1a2930.setContent(html_21a44d741f607901d19695d8ea1e990b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ae34899aeea54b9ae8490813002a3c3b.bindPopup(popup_a7a77143e0b17725fdd75c140a1a2930)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e7d8689000f2d3765d042b1864e6424b = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c15f5aed0f5e71512c402b8c078a6b92 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d397ffe8a421c697642d204e5ea97aed = $(`&lt;div id=&quot;html_d397ffe8a421c697642d204e5ea97aed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 169.93&lt;br&gt;Mortality Rate: 0.7837542148974976&lt;/div&gt;`)[0];\n",
              "                popup_c15f5aed0f5e71512c402b8c078a6b92.setContent(html_d397ffe8a421c697642d204e5ea97aed);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e7d8689000f2d3765d042b1864e6424b.bindPopup(popup_c15f5aed0f5e71512c402b8c078a6b92)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9a82dbc686479e4218aa0a25115c7cdb = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5c55f7eeea6cab4b62cdef99b08cd3da = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff3da392c8bb70578db7d8ac94a143df = $(`&lt;div id=&quot;html_ff3da392c8bb70578db7d8ac94a143df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 19.81&lt;br&gt;Mortality Rate: 0.029318033229058862&lt;/div&gt;`)[0];\n",
              "                popup_5c55f7eeea6cab4b62cdef99b08cd3da.setContent(html_ff3da392c8bb70578db7d8ac94a143df);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9a82dbc686479e4218aa0a25115c7cdb.bindPopup(popup_5c55f7eeea6cab4b62cdef99b08cd3da)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_89479c9361d830b5ffa512ce1cc1b2d8 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4dfeb8a62ceef89bd916dbaf5d9e39cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7278c063cd1bd43c27c4fe7b58611a0c = $(`&lt;div id=&quot;html_7278c063cd1bd43c27c4fe7b58611a0c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 306.97&lt;br&gt;Mortality Rate: 0.4760791663896687&lt;/div&gt;`)[0];\n",
              "                popup_4dfeb8a62ceef89bd916dbaf5d9e39cd.setContent(html_7278c063cd1bd43c27c4fe7b58611a0c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_89479c9361d830b5ffa512ce1cc1b2d8.bindPopup(popup_4dfeb8a62ceef89bd916dbaf5d9e39cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bb24f36c7efe6f2cc9a9b0f42f439343 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_6e6a43dd8c9dc729b88d47f7405cd4b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b32147e981084a80404174ad660d5c05 = $(`&lt;div id=&quot;html_b32147e981084a80404174ad660d5c05&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 1.12&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_6e6a43dd8c9dc729b88d47f7405cd4b5.setContent(html_b32147e981084a80404174ad660d5c05);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bb24f36c7efe6f2cc9a9b0f42f439343.bindPopup(popup_6e6a43dd8c9dc729b88d47f7405cd4b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3590ecb956fbc990522c9eb10d3fa008 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_12fb61928096d6e8e3eac207ea4e80b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59de47d39e6f48ae4d3c74d2dc2f3573 = $(`&lt;div id=&quot;html_59de47d39e6f48ae4d3c74d2dc2f3573&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 270.67&lt;br&gt;Mortality Rate: 0.18694222909913977&lt;/div&gt;`)[0];\n",
              "                popup_12fb61928096d6e8e3eac207ea4e80b4.setContent(html_59de47d39e6f48ae4d3c74d2dc2f3573);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3590ecb956fbc990522c9eb10d3fa008.bindPopup(popup_12fb61928096d6e8e3eac207ea4e80b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_97a09bee1ec05b6dda39151e7bcf69b2 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f273bf98552c6bbf023b964660a88282 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_415007681dcd455028665c5338efda15 = $(`&lt;div id=&quot;html_415007681dcd455028665c5338efda15&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 236.0&lt;br&gt;Mortality Rate: 0.39276852511121646&lt;/div&gt;`)[0];\n",
              "                popup_f273bf98552c6bbf023b964660a88282.setContent(html_415007681dcd455028665c5338efda15);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_97a09bee1ec05b6dda39151e7bcf69b2.bindPopup(popup_f273bf98552c6bbf023b964660a88282)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_06238a7f9c7721b3bca8b728e90a4a81 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d8c570c0242c112deb91916cd19b39c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_229c065a2a7b9e18f2bacbb23464e0da = $(`&lt;div id=&quot;html_229c065a2a7b9e18f2bacbb23464e0da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 331.47&lt;br&gt;Mortality Rate: 0.813344413726109&lt;/div&gt;`)[0];\n",
              "                popup_d8c570c0242c112deb91916cd19b39c6.setContent(html_229c065a2a7b9e18f2bacbb23464e0da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_06238a7f9c7721b3bca8b728e90a4a81.bindPopup(popup_d8c570c0242c112deb91916cd19b39c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f0d877fdd1487ccce2b3e5f6d98e8208 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4d61fc082a538b2f279a70d6109950d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5f9d0153b8bbb0e25dc9c9b18ac58064 = $(`&lt;div id=&quot;html_5f9d0153b8bbb0e25dc9c9b18ac58064&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 71.35&lt;br&gt;Mortality Rate: 0.4333483051993075&lt;/div&gt;`)[0];\n",
              "                popup_4d61fc082a538b2f279a70d6109950d9.setContent(html_5f9d0153b8bbb0e25dc9c9b18ac58064);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f0d877fdd1487ccce2b3e5f6d98e8208.bindPopup(popup_4d61fc082a538b2f279a70d6109950d9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_264806175fea46d374a9aeac3b2e861d = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_d81f8ab46afbd2ccb5e310aadbd9fb07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a2fe1a6e8b6b939081d9087415cc1a8 = $(`&lt;div id=&quot;html_5a2fe1a6e8b6b939081d9087415cc1a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 70.38&lt;br&gt;Mortality Rate: 0.23589263690510864&lt;/div&gt;`)[0];\n",
              "                popup_d81f8ab46afbd2ccb5e310aadbd9fb07.setContent(html_5a2fe1a6e8b6b939081d9087415cc1a8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_264806175fea46d374a9aeac3b2e861d.bindPopup(popup_d81f8ab46afbd2ccb5e310aadbd9fb07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3a29836b5d4842ad0c114700c4ac4665 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9d3091fcf007ba65557d1f12294ebbff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3003034972573001bb25abf0bd96325 = $(`&lt;div id=&quot;html_d3003034972573001bb25abf0bd96325&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 70.38&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_9d3091fcf007ba65557d1f12294ebbff.setContent(html_d3003034972573001bb25abf0bd96325);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3a29836b5d4842ad0c114700c4ac4665.bindPopup(popup_9d3091fcf007ba65557d1f12294ebbff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_343f72782b8e7cbb31e9dbdb7a1bf258 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_46c84e306688bb19a24eccb175af00bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_af6f5837c6982b731ef1a51920e17ad5 = $(`&lt;div id=&quot;html_af6f5837c6982b731ef1a51920e17ad5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 386.3&lt;br&gt;Mortality Rate: 0.8501737214511303&lt;/div&gt;`)[0];\n",
              "                popup_46c84e306688bb19a24eccb175af00bc.setContent(html_af6f5837c6982b731ef1a51920e17ad5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_343f72782b8e7cbb31e9dbdb7a1bf258.bindPopup(popup_46c84e306688bb19a24eccb175af00bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d8bb57147c73bbb1c0a8507500fb9ccb = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e5db4b8f4e2fbccb14822b78b8c0d64d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52f78aa35092bff68783933cdc14de6e = $(`&lt;div id=&quot;html_52f78aa35092bff68783933cdc14de6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_e5db4b8f4e2fbccb14822b78b8c0d64d.setContent(html_52f78aa35092bff68783933cdc14de6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d8bb57147c73bbb1c0a8507500fb9ccb.bindPopup(popup_e5db4b8f4e2fbccb14822b78b8c0d64d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b2a86b02418c025ff6e630596ba3bc2a = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f63be3dc490334c02f27f50cc96798e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_230cbef7f9b6ef16dbfa062a6ec756ea = $(`&lt;div id=&quot;html_230cbef7f9b6ef16dbfa062a6ec756ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 56.58&lt;br&gt;Mortality Rate: 0.13653862660885305&lt;/div&gt;`)[0];\n",
              "                popup_f63be3dc490334c02f27f50cc96798e0.setContent(html_230cbef7f9b6ef16dbfa062a6ec756ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b2a86b02418c025ff6e630596ba3bc2a.bindPopup(popup_f63be3dc490334c02f27f50cc96798e0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d960124fac2c498719e5f00b90f754d7 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_eed5eeea30162a632d92d4d7363c0a77 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f6f71a56e7289d039e9e115167ba28c = $(`&lt;div id=&quot;html_9f6f71a56e7289d039e9e115167ba28c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_eed5eeea30162a632d92d4d7363c0a77.setContent(html_9f6f71a56e7289d039e9e115167ba28c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d960124fac2c498719e5f00b90f754d7.bindPopup(popup_eed5eeea30162a632d92d4d7363c0a77)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ef3dddfa3afe27ee7ad1826d62ebecd2 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_43fa22d1f5ffb54f06885886d2d87b96 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a2998fa6f8197d87c093939395be0f0 = $(`&lt;div id=&quot;html_1a2998fa6f8197d87c093939395be0f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 344.82&lt;br&gt;Mortality Rate: 0.8371456992768002&lt;/div&gt;`)[0];\n",
              "                popup_43fa22d1f5ffb54f06885886d2d87b96.setContent(html_1a2998fa6f8197d87c093939395be0f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ef3dddfa3afe27ee7ad1826d62ebecd2.bindPopup(popup_43fa22d1f5ffb54f06885886d2d87b96)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d0f268e0b202ccce7860b9262cc0d2d8 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_121028148d0d4a2a2b0444d37b2bd245 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_75f9b1fc53d85c8f1dc33a7c8caf2a00 = $(`&lt;div id=&quot;html_75f9b1fc53d85c8f1dc33a7c8caf2a00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 22.12&lt;br&gt;Mortality Rate: 0.03529383408110351&lt;/div&gt;`)[0];\n",
              "                popup_121028148d0d4a2a2b0444d37b2bd245.setContent(html_75f9b1fc53d85c8f1dc33a7c8caf2a00);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d0f268e0b202ccce7860b9262cc0d2d8.bindPopup(popup_121028148d0d4a2a2b0444d37b2bd245)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_32532f609acec0683adbb21f02649955 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c64cdc0b70152e1c5d7ed297622e2be8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4cf357aa0b5463c18c2097d1ae088c79 = $(`&lt;div id=&quot;html_4cf357aa0b5463c18c2097d1ae088c79&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 358.74&lt;br&gt;Mortality Rate: 0.9787903426593091&lt;/div&gt;`)[0];\n",
              "                popup_c64cdc0b70152e1c5d7ed297622e2be8.setContent(html_4cf357aa0b5463c18c2097d1ae088c79);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_32532f609acec0683adbb21f02649955.bindPopup(popup_c64cdc0b70152e1c5d7ed297622e2be8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b62746084af56881eb999532a0245f8b = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7a1a5eaa026e5d2c4d1bcd3e54005e02 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8fb6628b2bc5d0518aecabbb001cc0e0 = $(`&lt;div id=&quot;html_8fb6628b2bc5d0518aecabbb001cc0e0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 281.38&lt;br&gt;Mortality Rate: 0.8780182044727276&lt;/div&gt;`)[0];\n",
              "                popup_7a1a5eaa026e5d2c4d1bcd3e54005e02.setContent(html_8fb6628b2bc5d0518aecabbb001cc0e0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b62746084af56881eb999532a0245f8b.bindPopup(popup_7a1a5eaa026e5d2c4d1bcd3e54005e02)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f0c30908e7921b902382d707bf66a341 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_334c25803350205136467a92ba3eda2a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4b5a16834ea219f11d5671a14d2b591b = $(`&lt;div id=&quot;html_4b5a16834ea219f11d5671a14d2b591b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 585.54&lt;br&gt;Mortality Rate: 0.24030041659056875&lt;/div&gt;`)[0];\n",
              "                popup_334c25803350205136467a92ba3eda2a.setContent(html_4b5a16834ea219f11d5671a14d2b591b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f0c30908e7921b902382d707bf66a341.bindPopup(popup_334c25803350205136467a92ba3eda2a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5cf68744f993144669ee90af496920cb = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_313ff41e6e90965bfd58328866bafbd1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2f81b7ff66bbdab4d1d768afa8fe0138 = $(`&lt;div id=&quot;html_2f81b7ff66bbdab4d1d768afa8fe0138&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 11.01&lt;br&gt;Mortality Rate: 0.004886821220532468&lt;/div&gt;`)[0];\n",
              "                popup_313ff41e6e90965bfd58328866bafbd1.setContent(html_2f81b7ff66bbdab4d1d768afa8fe0138);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5cf68744f993144669ee90af496920cb.bindPopup(popup_313ff41e6e90965bfd58328866bafbd1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_05ddcfbd84243cc5493c9d491c53d884 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_96d32a2b48d1db99d0f4732140637f50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a15285cc80aaba1f6844953ab20f2812 = $(`&lt;div id=&quot;html_a15285cc80aaba1f6844953ab20f2812&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 45.66&lt;br&gt;Mortality Rate: 0.27495777337351224&lt;/div&gt;`)[0];\n",
              "                popup_96d32a2b48d1db99d0f4732140637f50.setContent(html_a15285cc80aaba1f6844953ab20f2812);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_05ddcfbd84243cc5493c9d491c53d884.bindPopup(popup_96d32a2b48d1db99d0f4732140637f50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7bb145e8eb1c0a74f78b561c8326adc0 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_79eed39dde248f56e1df631702a9a4a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4bf3359da4bab5783b6557065a59b24d = $(`&lt;div id=&quot;html_4bf3359da4bab5783b6557065a59b24d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 45.66&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_79eed39dde248f56e1df631702a9a4a3.setContent(html_4bf3359da4bab5783b6557065a59b24d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7bb145e8eb1c0a74f78b561c8326adc0.bindPopup(popup_79eed39dde248f56e1df631702a9a4a3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e65803e8ae6fa479fd58ef5e5d857de = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_f62ffec88225e58dcba6735ff3d53824 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a3596a35f9e0f81e6f3e4e4f370aec67 = $(`&lt;div id=&quot;html_a3596a35f9e0f81e6f3e4e4f370aec67&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 391.33&lt;br&gt;Mortality Rate: 1.2535507150937033&lt;/div&gt;`)[0];\n",
              "                popup_f62ffec88225e58dcba6735ff3d53824.setContent(html_a3596a35f9e0f81e6f3e4e4f370aec67);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e65803e8ae6fa479fd58ef5e5d857de.bindPopup(popup_f62ffec88225e58dcba6735ff3d53824)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3ad49383e1bd182b840b8734b5deaf0e = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2a71b3fa0717a67f48c499d37c0dd70b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a0d0078d802f25a130809232385d1cb = $(`&lt;div id=&quot;html_9a0d0078d802f25a130809232385d1cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 37.26&lt;br&gt;Mortality Rate: 0.14230894656606902&lt;/div&gt;`)[0];\n",
              "                popup_2a71b3fa0717a67f48c499d37c0dd70b.setContent(html_9a0d0078d802f25a130809232385d1cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3ad49383e1bd182b840b8734b5deaf0e.bindPopup(popup_2a71b3fa0717a67f48c499d37c0dd70b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c9ea88902d0989e49d48f890399b0b0d = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_33a73514d62990ffb6713239c44ac43e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_29179b59b629a604c5cffc5982ab0f34 = $(`&lt;div id=&quot;html_29179b59b629a604c5cffc5982ab0f34&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.77&lt;br&gt;Mortality Rate: 0.0006025988956063699&lt;/div&gt;`)[0];\n",
              "                popup_33a73514d62990ffb6713239c44ac43e.setContent(html_29179b59b629a604c5cffc5982ab0f34);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c9ea88902d0989e49d48f890399b0b0d.bindPopup(popup_33a73514d62990ffb6713239c44ac43e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f785a64a66fdb2f918a626d6598156e1 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7a88de440666915bd2f925c0e2207984 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_55793f4acf31fb0c9baf891bcf7b163c = $(`&lt;div id=&quot;html_55793f4acf31fb0c9baf891bcf7b163c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 244.55&lt;br&gt;Mortality Rate: 0.6153926788151748&lt;/div&gt;`)[0];\n",
              "                popup_7a88de440666915bd2f925c0e2207984.setContent(html_55793f4acf31fb0c9baf891bcf7b163c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f785a64a66fdb2f918a626d6598156e1.bindPopup(popup_7a88de440666915bd2f925c0e2207984)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_90e9803a77570ec7b87e1ba59655a040 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0b12403c462fd5b22df22aef34f2c412 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a32f02a426e42d76b771758400d56c4 = $(`&lt;div id=&quot;html_2a32f02a426e42d76b771758400d56c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 41.73&lt;br&gt;Mortality Rate: 0.11633644866648489&lt;/div&gt;`)[0];\n",
              "                popup_0b12403c462fd5b22df22aef34f2c412.setContent(html_2a32f02a426e42d76b771758400d56c4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_90e9803a77570ec7b87e1ba59655a040.bindPopup(popup_0b12403c462fd5b22df22aef34f2c412)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a76bb3ac596380040932b6e200c57e09 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8c3288c5f7b8671c31ca203c5f79c331 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e3d8930eb4e8c306698804a119c4893 = $(`&lt;div id=&quot;html_3e3d8930eb4e8c306698804a119c4893&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 324.86&lt;br&gt;Mortality Rate: 0.5609974424886254&lt;/div&gt;`)[0];\n",
              "                popup_8c3288c5f7b8671c31ca203c5f79c331.setContent(html_3e3d8930eb4e8c306698804a119c4893);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a76bb3ac596380040932b6e200c57e09.bindPopup(popup_8c3288c5f7b8671c31ca203c5f79c331)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_67a15078a51cf46c60634ed64a37fa02 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_3715907e039d8256c77e5bfcd9424c0c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77fa14c4c93ab597d2fc4fb9354db853 = $(`&lt;div id=&quot;html_77fa14c4c93ab597d2fc4fb9354db853&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 324.86&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_3715907e039d8256c77e5bfcd9424c0c.setContent(html_77fa14c4c93ab597d2fc4fb9354db853);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_67a15078a51cf46c60634ed64a37fa02.bindPopup(popup_3715907e039d8256c77e5bfcd9424c0c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b35b31f9cbbf63df708aca72e100a26 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_46dd06e6e4af7685c039cde702a8ed73 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e4f821bee8239d94e6ae1cdd4316a799 = $(`&lt;div id=&quot;html_e4f821bee8239d94e6ae1cdd4316a799&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 304.41&lt;br&gt;Mortality Rate: 0.4944217035178757&lt;/div&gt;`)[0];\n",
              "                popup_46dd06e6e4af7685c039cde702a8ed73.setContent(html_e4f821bee8239d94e6ae1cdd4316a799);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b35b31f9cbbf63df708aca72e100a26.bindPopup(popup_46dd06e6e4af7685c039cde702a8ed73)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eb4a0269170d232ceaa621775c94e30f = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dcb1d022443996976b6d08ebbe09b688 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b67d1e93036d86fd7489e0a07939149 = $(`&lt;div id=&quot;html_1b67d1e93036d86fd7489e0a07939149&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 181.39&lt;br&gt;Mortality Rate: 0.47639037794014355&lt;/div&gt;`)[0];\n",
              "                popup_dcb1d022443996976b6d08ebbe09b688.setContent(html_1b67d1e93036d86fd7489e0a07939149);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eb4a0269170d232ceaa621775c94e30f.bindPopup(popup_dcb1d022443996976b6d08ebbe09b688)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ebdfc69c50f0e49911839b75bc67419d = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c5843a0b845bc6664581d4a5e0b4af6b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf53412396d52a8ffb787cd91f3cbfba = $(`&lt;div id=&quot;html_bf53412396d52a8ffb787cd91f3cbfba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2016-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 65.78&lt;br&gt;Mortality Rate: 0.13374659856038013&lt;/div&gt;`)[0];\n",
              "                popup_c5843a0b845bc6664581d4a5e0b4af6b.setContent(html_bf53412396d52a8ffb787cd91f3cbfba);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ebdfc69c50f0e49911839b75bc67419d.bindPopup(popup_c5843a0b845bc6664581d4a5e0b4af6b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_12012275eed11694d47ad6569326a1df = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ca91b30e757822d129e8f20462d3a7f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dcadb58d4c2118cad2e15e120428805b = $(`&lt;div id=&quot;html_dcadb58d4c2118cad2e15e120428805b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_ca91b30e757822d129e8f20462d3a7f4.setContent(html_dcadb58d4c2118cad2e15e120428805b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_12012275eed11694d47ad6569326a1df.bindPopup(popup_ca91b30e757822d129e8f20462d3a7f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eba05ee92dac22bb6b2bca6aa7b7cf77 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_5c266497b62f7a106c8e001878293b67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_108bd39d9d8b46777610652cdd6779fa = $(`&lt;div id=&quot;html_108bd39d9d8b46777610652cdd6779fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 228.91&lt;br&gt;Mortality Rate: 0.4614906708110014&lt;/div&gt;`)[0];\n",
              "                popup_5c266497b62f7a106c8e001878293b67.setContent(html_108bd39d9d8b46777610652cdd6779fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eba05ee92dac22bb6b2bca6aa7b7cf77.bindPopup(popup_5c266497b62f7a106c8e001878293b67)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_725515e388fce2ea341fdc388f52f5cf = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_168a53e4dbc9bc1113f5590b5ff8235c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_753bfab4a7410d2a9383719fe3b409e8 = $(`&lt;div id=&quot;html_753bfab4a7410d2a9383719fe3b409e8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 399.56&lt;br&gt;Mortality Rate: 0.8816241130403537&lt;/div&gt;`)[0];\n",
              "                popup_168a53e4dbc9bc1113f5590b5ff8235c.setContent(html_753bfab4a7410d2a9383719fe3b409e8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_725515e388fce2ea341fdc388f52f5cf.bindPopup(popup_168a53e4dbc9bc1113f5590b5ff8235c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b825a6629d85eebb4750912cf0498e8 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a63adcdf2e1857be163487fb25c45a0e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce7188db40f870c1651cd974597432d6 = $(`&lt;div id=&quot;html_ce7188db40f870c1651cd974597432d6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.05&lt;br&gt;Mortality Rate: 0.0029144322685940778&lt;/div&gt;`)[0];\n",
              "                popup_a63adcdf2e1857be163487fb25c45a0e.setContent(html_ce7188db40f870c1651cd974597432d6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b825a6629d85eebb4750912cf0498e8.bindPopup(popup_a63adcdf2e1857be163487fb25c45a0e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3ba23229df59a7cdac806e85ec8787e3 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_63ba3dbc840e948e5c308616ebd2a8b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0ad64669b048ab3daf7745e796f275c = $(`&lt;div id=&quot;html_e0ad64669b048ab3daf7745e796f275c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 399.94&lt;br&gt;Mortality Rate: 0.972582078375435&lt;/div&gt;`)[0];\n",
              "                popup_63ba3dbc840e948e5c308616ebd2a8b5.setContent(html_e0ad64669b048ab3daf7745e796f275c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3ba23229df59a7cdac806e85ec8787e3.bindPopup(popup_63ba3dbc840e948e5c308616ebd2a8b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ee55ff63fc5492c77829dc33aed124b2 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_e54e1a5536c68749a53712c99bab0bca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72ef8981a45a984f2d7f83f9876d8e90 = $(`&lt;div id=&quot;html_72ef8981a45a984f2d7f83f9876d8e90&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 250.27&lt;br&gt;Mortality Rate: 0.5355161307874894&lt;/div&gt;`)[0];\n",
              "                popup_e54e1a5536c68749a53712c99bab0bca.setContent(html_72ef8981a45a984f2d7f83f9876d8e90);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ee55ff63fc5492c77829dc33aed124b2.bindPopup(popup_e54e1a5536c68749a53712c99bab0bca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74291e053a977e4428206d5178e99786 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1bc48181b9e2fde7d0df8c25af247403 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a7b8f4c62948927cd9d38da254f7709 = $(`&lt;div id=&quot;html_3a7b8f4c62948927cd9d38da254f7709&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 262.23&lt;br&gt;Mortality Rate: 0.55888569842531&lt;/div&gt;`)[0];\n",
              "                popup_1bc48181b9e2fde7d0df8c25af247403.setContent(html_3a7b8f4c62948927cd9d38da254f7709);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74291e053a977e4428206d5178e99786.bindPopup(popup_1bc48181b9e2fde7d0df8c25af247403)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_349b6581439b81a7d37604841eb7b35a = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ebda9fa2276dfaf7e0f0c1a347d6a382 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2206554a0e24e1c597e7c9f88c3a0d0d = $(`&lt;div id=&quot;html_2206554a0e24e1c597e7c9f88c3a0d0d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 347.33&lt;br&gt;Mortality Rate: 0.9582245707752313&lt;/div&gt;`)[0];\n",
              "                popup_ebda9fa2276dfaf7e0f0c1a347d6a382.setContent(html_2206554a0e24e1c597e7c9f88c3a0d0d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_349b6581439b81a7d37604841eb7b35a.bindPopup(popup_ebda9fa2276dfaf7e0f0c1a347d6a382)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5f6c91da0825c1430f30f3fda5abed93 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_dc7fa31b7b551278275b2f5f0152caeb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7b7689af6e13db5cc23b39342888063c = $(`&lt;div id=&quot;html_7b7689af6e13db5cc23b39342888063c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 172.3&lt;br&gt;Mortality Rate: 0.773769704181737&lt;/div&gt;`)[0];\n",
              "                popup_dc7fa31b7b551278275b2f5f0152caeb.setContent(html_7b7689af6e13db5cc23b39342888063c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5f6c91da0825c1430f30f3fda5abed93.bindPopup(popup_dc7fa31b7b551278275b2f5f0152caeb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33e9c84d2559886ae0e9be801653eff4 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_13263adb0a8592e9ded3ab2e7b44f5ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_92fb9da8f319bfb39f96907fb49edad2 = $(`&lt;div id=&quot;html_92fb9da8f319bfb39f96907fb49edad2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 20.72&lt;br&gt;Mortality Rate: 0.024033077204818537&lt;/div&gt;`)[0];\n",
              "                popup_13263adb0a8592e9ded3ab2e7b44f5ad.setContent(html_92fb9da8f319bfb39f96907fb49edad2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33e9c84d2559886ae0e9be801653eff4.bindPopup(popup_13263adb0a8592e9ded3ab2e7b44f5ad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8045102a7f0a194a82e4f4c08d3c8ec4 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_1b0f7883a87cc3272c472b46181c122a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0a6962a9250edb0a76a37df0d98dc76 = $(`&lt;div id=&quot;html_a0a6962a9250edb0a76a37df0d98dc76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 285.72&lt;br&gt;Mortality Rate: 0.44875073585470127&lt;/div&gt;`)[0];\n",
              "                popup_1b0f7883a87cc3272c472b46181c122a.setContent(html_a0a6962a9250edb0a76a37df0d98dc76);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8045102a7f0a194a82e4f4c08d3c8ec4.bindPopup(popup_1b0f7883a87cc3272c472b46181c122a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e55d1ea2437528a8e9b29c4e137dde85 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ded0706e8b649425c78e8fd7b2c52e97 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_763a436033a634a1731e30fe84e9da58 = $(`&lt;div id=&quot;html_763a436033a634a1731e30fe84e9da58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 2.3&lt;br&gt;Mortality Rate: 0.0008685154465472168&lt;/div&gt;`)[0];\n",
              "                popup_ded0706e8b649425c78e8fd7b2c52e97.setContent(html_763a436033a634a1731e30fe84e9da58);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e55d1ea2437528a8e9b29c4e137dde85.bindPopup(popup_ded0706e8b649425c78e8fd7b2c52e97)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_045147f86f86e9a53efb02a5278db122 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9da8320221f9f6ec17b7bee6773553f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c11d384012df4b86b57b931ed3512ac = $(`&lt;div id=&quot;html_5c11d384012df4b86b57b931ed3512ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 254.24&lt;br&gt;Mortality Rate: 0.17848674081809537&lt;/div&gt;`)[0];\n",
              "                popup_9da8320221f9f6ec17b7bee6773553f6.setContent(html_5c11d384012df4b86b57b931ed3512ac);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_045147f86f86e9a53efb02a5278db122.bindPopup(popup_9da8320221f9f6ec17b7bee6773553f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_83a401ce03731b2ddcd5db7e39fca3a5 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_7b6c4e19285ec603061fe86279e1aa21 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f13864c83dea0cd299c5e4e97750129c = $(`&lt;div id=&quot;html_f13864c83dea0cd299c5e4e97750129c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 212.56&lt;br&gt;Mortality Rate: 0.376345092898738&lt;/div&gt;`)[0];\n",
              "                popup_7b6c4e19285ec603061fe86279e1aa21.setContent(html_f13864c83dea0cd299c5e4e97750129c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_83a401ce03731b2ddcd5db7e39fca3a5.bindPopup(popup_7b6c4e19285ec603061fe86279e1aa21)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_54b47f1c94b688c44903dd23b16f40bf = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_766a89fc309d7f0e4450c3a56e459324 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8b39bdce6cff42646eaf4f3e2d9226fb = $(`&lt;div id=&quot;html_8b39bdce6cff42646eaf4f3e2d9226fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 311.53&lt;br&gt;Mortality Rate: 0.755016690509084&lt;/div&gt;`)[0];\n",
              "                popup_766a89fc309d7f0e4450c3a56e459324.setContent(html_8b39bdce6cff42646eaf4f3e2d9226fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_54b47f1c94b688c44903dd23b16f40bf.bindPopup(popup_766a89fc309d7f0e4450c3a56e459324)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8e0c6adfbba4177c8fd00ad7d669a4a4 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_46177d7deb22337706592e19deabdad0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_858a402abf5c5352040a6895324667c3 = $(`&lt;div id=&quot;html_858a402abf5c5352040a6895324667c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 78.33&lt;br&gt;Mortality Rate: 0.4330188006762328&lt;/div&gt;`)[0];\n",
              "                popup_46177d7deb22337706592e19deabdad0.setContent(html_858a402abf5c5352040a6895324667c3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8e0c6adfbba4177c8fd00ad7d669a4a4.bindPopup(popup_46177d7deb22337706592e19deabdad0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aec51c002bd597d45a12aab5a7b27f7e = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_c7ce20bdc19cb41abdc519da2fe52165 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a988ce67aac74e97983532699b6d05b = $(`&lt;div id=&quot;html_6a988ce67aac74e97983532699b6d05b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 70.1&lt;br&gt;Mortality Rate: 0.2419908238795687&lt;/div&gt;`)[0];\n",
              "                popup_c7ce20bdc19cb41abdc519da2fe52165.setContent(html_6a988ce67aac74e97983532699b6d05b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aec51c002bd597d45a12aab5a7b27f7e.bindPopup(popup_c7ce20bdc19cb41abdc519da2fe52165)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c04e61a4b6b77b95b51222c418f3c4fd = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_a7ca3b882dc98a2436f4ad791de9f23f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b9b39705ab7fa34612ee37415fadd079 = $(`&lt;div id=&quot;html_b9b39705ab7fa34612ee37415fadd079&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 70.1&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_a7ca3b882dc98a2436f4ad791de9f23f.setContent(html_b9b39705ab7fa34612ee37415fadd079);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c04e61a4b6b77b95b51222c418f3c4fd.bindPopup(popup_a7ca3b882dc98a2436f4ad791de9f23f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_92a23139d18e20d3e12db2ce94e9c64a = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9f9d86e0617032343287a8d6ab2a19ee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c105d1e68a609e264420d392a3c7ba6 = $(`&lt;div id=&quot;html_8c105d1e68a609e264420d392a3c7ba6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 401.11&lt;br&gt;Mortality Rate: 0.9264836090164117&lt;/div&gt;`)[0];\n",
              "                popup_9f9d86e0617032343287a8d6ab2a19ee.setContent(html_8c105d1e68a609e264420d392a3c7ba6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_92a23139d18e20d3e12db2ce94e9c64a.bindPopup(popup_9f9d86e0617032343287a8d6ab2a19ee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ae411994f9d46ae7b32cd27c36838bdc = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_48ea962c7ee3b1a2668ba20b78302e20 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a43e3c63941b49491e58fc1fa2f21e5a = $(`&lt;div id=&quot;html_a43e3c63941b49491e58fc1fa2f21e5a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_48ea962c7ee3b1a2668ba20b78302e20.setContent(html_a43e3c63941b49491e58fc1fa2f21e5a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ae411994f9d46ae7b32cd27c36838bdc.bindPopup(popup_48ea962c7ee3b1a2668ba20b78302e20)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_59a49f4c4dc2e29af0abb00d259ed4dc = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_2eaaac21e72ff45602ea28387a5069b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09f4e0863d2fa3c5a26d25a2eda13da2 = $(`&lt;div id=&quot;html_09f4e0863d2fa3c5a26d25a2eda13da2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 75.67&lt;br&gt;Mortality Rate: 0.18276972520191603&lt;/div&gt;`)[0];\n",
              "                popup_2eaaac21e72ff45602ea28387a5069b3.setContent(html_09f4e0863d2fa3c5a26d25a2eda13da2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_59a49f4c4dc2e29af0abb00d259ed4dc.bindPopup(popup_2eaaac21e72ff45602ea28387a5069b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0baee2e09e74b576b3710cff6dd3a02e = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8da2716218b9db044c8131ed49e945de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2fe92eb8fa5751302e826a6903b5dfa1 = $(`&lt;div id=&quot;html_2fe92eb8fa5751302e826a6903b5dfa1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 0.0&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_8da2716218b9db044c8131ed49e945de.setContent(html_2fe92eb8fa5751302e826a6903b5dfa1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0baee2e09e74b576b3710cff6dd3a02e.bindPopup(popup_8da2716218b9db044c8131ed49e945de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4d06e3b03459c69ae036dd3ce209a084 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_529c829556db9652831da7d75f3674c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9daffa456c7f2f6f3bcca791c69fe8d2 = $(`&lt;div id=&quot;html_9daffa456c7f2f6f3bcca791c69fe8d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 326.4&lt;br&gt;Mortality Rate: 0.7574526921965327&lt;/div&gt;`)[0];\n",
              "                popup_529c829556db9652831da7d75f3674c0.setContent(html_9daffa456c7f2f6f3bcca791c69fe8d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4d06e3b03459c69ae036dd3ce209a084.bindPopup(popup_529c829556db9652831da7d75f3674c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0fd482d44418ec0fb77c01daeefe9240 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_9d18fb5ed3f5a5d40c13d4e32e371f06 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d46e0e0b70057950ebe89cc3b8cd3a2 = $(`&lt;div id=&quot;html_3d46e0e0b70057950ebe89cc3b8cd3a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 46.75&lt;br&gt;Mortality Rate: 0.09642491924413014&lt;/div&gt;`)[0];\n",
              "                popup_9d18fb5ed3f5a5d40c13d4e32e371f06.setContent(html_3d46e0e0b70057950ebe89cc3b8cd3a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0fd482d44418ec0fb77c01daeefe9240.bindPopup(popup_9d18fb5ed3f5a5d40c13d4e32e371f06)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_981986275295022230d89218891bc068 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0bca4f6a0c888f57489c7c642e77614c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5a24bbc877427ab704454399eeee713 = $(`&lt;div id=&quot;html_e5a24bbc877427ab704454399eeee713&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 356.57&lt;br&gt;Mortality Rate: 0.8320482518982265&lt;/div&gt;`)[0];\n",
              "                popup_0bca4f6a0c888f57489c7c642e77614c.setContent(html_e5a24bbc877427ab704454399eeee713);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_981986275295022230d89218891bc068.bindPopup(popup_0bca4f6a0c888f57489c7c642e77614c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5542bcfeb40c9f8fc70645d12ed60aaa = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_56a7e9413f892c38c727ff4c535f3b5b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3198f40f8f0e9a397229139d33a1d09c = $(`&lt;div id=&quot;html_3198f40f8f0e9a397229139d33a1d09c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 283.06&lt;br&gt;Mortality Rate: 0.9123087032533458&lt;/div&gt;`)[0];\n",
              "                popup_56a7e9413f892c38c727ff4c535f3b5b.setContent(html_3198f40f8f0e9a397229139d33a1d09c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5542bcfeb40c9f8fc70645d12ed60aaa.bindPopup(popup_56a7e9413f892c38c727ff4c535f3b5b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c3c09f1e446f55e8831f4cf2c496f051 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_08ad735a46044f6f549516f824bb35ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51aa73e1d5f4b47d7cac3fb39008c8df = $(`&lt;div id=&quot;html_51aa73e1d5f4b47d7cac3fb39008c8df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 538.34&lt;br&gt;Mortality Rate: 0.23899582832495486&lt;/div&gt;`)[0];\n",
              "                popup_08ad735a46044f6f549516f824bb35ea.setContent(html_51aa73e1d5f4b47d7cac3fb39008c8df);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c3c09f1e446f55e8831f4cf2c496f051.bindPopup(popup_08ad735a46044f6f549516f824bb35ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d7a571960795e1b7763f0c43de1f23f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_244ba773e35d9da856056405eb75e389 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9c919068ad64d1d2376229d5cc08e631 = $(`&lt;div id=&quot;html_9c919068ad64d1d2376229d5cc08e631&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 10.81&lt;br&gt;Mortality Rate: 0.0048068603510930796&lt;/div&gt;`)[0];\n",
              "                popup_244ba773e35d9da856056405eb75e389.setContent(html_9c919068ad64d1d2376229d5cc08e631);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d7a571960795e1b7763f0c43de1f23f.bindPopup(popup_244ba773e35d9da856056405eb75e389)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1eed5425d8c722d9486921da261075e9 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_4ddd46a830b279d86b3bcbf7646e1290 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8578bab243c7e6d70f45645c07f86879 = $(`&lt;div id=&quot;html_8578bab243c7e6d70f45645c07f86879&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 52.35&lt;br&gt;Mortality Rate: 0.27464420446960847&lt;/div&gt;`)[0];\n",
              "                popup_4ddd46a830b279d86b3bcbf7646e1290.setContent(html_8578bab243c7e6d70f45645c07f86879);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1eed5425d8c722d9486921da261075e9.bindPopup(popup_4ddd46a830b279d86b3bcbf7646e1290)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_91feef8d2f4674bbbb2bbf4ccfc1f10d = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_93330abcfec23ab95d066e07a89930f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_28a4e0f4602087a40eb015fb7e50cb22 = $(`&lt;div id=&quot;html_28a4e0f4602087a40eb015fb7e50cb22&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 52.35&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_93330abcfec23ab95d066e07a89930f2.setContent(html_28a4e0f4602087a40eb015fb7e50cb22);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_91feef8d2f4674bbbb2bbf4ccfc1f10d.bindPopup(popup_93330abcfec23ab95d066e07a89930f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1122bd2a927f0cd2970e29fffee21e34 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_35a74d38a6d31555cfc559f5cf608c15 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d2a225a569b12686a81d76152eeccadd = $(`&lt;div id=&quot;html_d2a225a569b12686a81d76152eeccadd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 364.13&lt;br&gt;Mortality Rate: 1.0986556284446956&lt;/div&gt;`)[0];\n",
              "                popup_35a74d38a6d31555cfc559f5cf608c15.setContent(html_d2a225a569b12686a81d76152eeccadd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1122bd2a927f0cd2970e29fffee21e34.bindPopup(popup_35a74d38a6d31555cfc559f5cf608c15)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b00bcccebb98695a10c60913ed66da38 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_fa5b258666c594c5eea266b57943ca1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c5662d406203bbff586e555c516c99b1 = $(`&lt;div id=&quot;html_c5662d406203bbff586e555c516c99b1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 37.13&lt;br&gt;Mortality Rate: 0.14000060951731005&lt;/div&gt;`)[0];\n",
              "                popup_fa5b258666c594c5eea266b57943ca1b.setContent(html_c5662d406203bbff586e555c516c99b1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b00bcccebb98695a10c60913ed66da38.bindPopup(popup_fa5b258666c594c5eea266b57943ca1b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e70766b485f848a161c3e54ae0bb63de = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_619ac03cf4adca38f0c730872c881418 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20915cbceb559dd7293988a2cc8ab17c = $(`&lt;div id=&quot;html_20915cbceb559dd7293988a2cc8ab17c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 3.95&lt;br&gt;Mortality Rate: 0.00531415210434509&lt;/div&gt;`)[0];\n",
              "                popup_619ac03cf4adca38f0c730872c881418.setContent(html_20915cbceb559dd7293988a2cc8ab17c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e70766b485f848a161c3e54ae0bb63de.bindPopup(popup_619ac03cf4adca38f0c730872c881418)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de101c444960d4cb289f0c69ac8fd8a5 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0f858bdb01d77ad0c7a2492a9bbc82d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e8286649b9d914642576e22b82fd8b0 = $(`&lt;div id=&quot;html_8e8286649b9d914642576e22b82fd8b0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 245.8&lt;br&gt;Mortality Rate: 0.6714062921915899&lt;/div&gt;`)[0];\n",
              "                popup_0f858bdb01d77ad0c7a2492a9bbc82d9.setContent(html_8e8286649b9d914642576e22b82fd8b0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de101c444960d4cb289f0c69ac8fd8a5.bindPopup(popup_0f858bdb01d77ad0c7a2492a9bbc82d9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_27ff4fa61e27d4ad413c5cfaf621eddd = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_003789cc1b86c538f2bcdec765d332dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7268535c94685f6a7254613cc43d97d0 = $(`&lt;div id=&quot;html_7268535c94685f6a7254613cc43d97d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 0&lt;br&gt;Incidence Rate: 46.75&lt;br&gt;Mortality Rate: 0.12856494870135637&lt;/div&gt;`)[0];\n",
              "                popup_003789cc1b86c538f2bcdec765d332dd.setContent(html_7268535c94685f6a7254613cc43d97d0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_27ff4fa61e27d4ad413c5cfaf621eddd.bindPopup(popup_003789cc1b86c538f2bcdec765d332dd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_de6af06d0464bf24e62541a246d08a52 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_84b85b3bbb0fc5c53a2a573fee2d60eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea70741f6c7dd481ee41e77e1c294455 = $(`&lt;div id=&quot;html_ea70741f6c7dd481ee41e77e1c294455&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 278.2&lt;br&gt;Mortality Rate: 0.47053310318173336&lt;/div&gt;`)[0];\n",
              "                popup_84b85b3bbb0fc5c53a2a573fee2d60eb.setContent(html_ea70741f6c7dd481ee41e77e1c294455);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_de6af06d0464bf24e62541a246d08a52.bindPopup(popup_84b85b3bbb0fc5c53a2a573fee2d60eb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_651a604f6838175b151752a37e660d5e = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_8a70cbccb11a9784e311935ed7fd7344 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa6348c54926c52258eb7adb05952708 = $(`&lt;div id=&quot;html_fa6348c54926c52258eb7adb05952708&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 278.2&lt;br&gt;Mortality Rate: 0.0&lt;/div&gt;`)[0];\n",
              "                popup_8a70cbccb11a9784e311935ed7fd7344.setContent(html_fa6348c54926c52258eb7adb05952708);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_651a604f6838175b151752a37e660d5e.bindPopup(popup_8a70cbccb11a9784e311935ed7fd7344)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1e3a73fb0b1770c8f032c1a477787f23 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_ecfca954cf19212b4b04ec27a96ad474 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_049b0794b2f2b49f50149339609c202b = $(`&lt;div id=&quot;html_049b0794b2f2b49f50149339609c202b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 2&lt;br&gt;Incidence Rate: 336.76&lt;br&gt;Mortality Rate: 0.531187351386227&lt;/div&gt;`)[0];\n",
              "                popup_ecfca954cf19212b4b04ec27a96ad474.setContent(html_049b0794b2f2b49f50149339609c202b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1e3a73fb0b1770c8f032c1a477787f23.bindPopup(popup_ecfca954cf19212b4b04ec27a96ad474)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd2c57f9c3307885030609f2dc26695e = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_afe4d2daa4580728f0db031c7bf2994c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a1e21909b17bf519a5ec1e0a2de0b0d = $(`&lt;div id=&quot;html_9a1e21909b17bf519a5ec1e0a2de0b0d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 160.05&lt;br&gt;Mortality Rate: 0.4523630230313768&lt;/div&gt;`)[0];\n",
              "                popup_afe4d2daa4580728f0db031c7bf2994c.setContent(html_9a1e21909b17bf519a5ec1e0a2de0b0d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd2c57f9c3307885030609f2dc26695e.bindPopup(popup_afe4d2daa4580728f0db031c7bf2994c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9520efe9bcceb4769a45c60254fcef97 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;green&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac);\n",
              "        \n",
              "    \n",
              "        var popup_0583e49825f917b315ea14691af5c2f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8b2072d50498d3580df4dfee96a688c4 = $(`&lt;div id=&quot;html_8b2072d50498d3580df4dfee96a688c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2017-01-01T00:00:00.000000000&lt;br&gt;Cluster: 1&lt;br&gt;Incidence Rate: 108.55&lt;br&gt;Mortality Rate: 0.23116918526962835&lt;/div&gt;`)[0];\n",
              "                popup_0583e49825f917b315ea14691af5c2f6.setContent(html_8b2072d50498d3580df4dfee96a688c4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9520efe9bcceb4769a45c60254fcef97.bindPopup(popup_0583e49825f917b315ea14691af5c2f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var layer_control_899b83c35ef51abc9b7d447699f2569a = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_80cae6cfdcf6f3ef298ef49b27bfadb8,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;macro_element_1afdb24857f50e89c0c8f7f89762c3ac&quot; : marker_cluster_1afdb24857f50e89c0c8f7f89762c3ac,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_899b83c35ef51abc9b7d447699f2569a.base_layers,\n",
              "                layer_control_899b83c35ef51abc9b7d447699f2569a.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_6c1984c2fcb63d71749c71f52fd289b2);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 76
        }
      ],
      "source": [
        "\n",
        "import folium\n",
        "from folium.plugins import MarkerCluster\n",
        "\n",
        "# Create a map\n",
        "m = folium.Map(location=[0, 0], zoom_start=2)\n",
        "\n",
        "# Create a marker cluster group\n",
        "marker_cluster = MarkerCluster().add_to(m)\n",
        "\n",
        "# Define colors for clusters\n",
        "cluster_colors = ['blue', 'green', 'red']\n",
        "\n",
        "# Define the percentiles for classification\n",
        "percentiles = [0.33, 0.66]  # Adjust the percentiles as needed\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Calculate the percentiles for incidence rates for the current year\n",
        "    incidence_percentiles = sorted_merged_gdf[sorted_merged_gdf['Year'] == year]['Incidence of malaria (per 1,000 population at risk)'].quantile(percentiles)\n",
        "\n",
        "    for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "        if row['Incidence of malaria (per 1,000 population at risk)'] > incidence_percentiles.iloc[1]:\n",
        "            cluster = 2  # High incidence\n",
        "        elif row['Incidence of malaria (per 1,000 population at risk)'] < incidence_percentiles.iloc[0]:\n",
        "            cluster = 0  # Low incidence\n",
        "        else:\n",
        "            cluster = 1  # Medium incidence\n",
        "\n",
        "        popup_html = f\"Country: {row['Country Name_right']}<br>Year: {year}<br>Cluster: {cluster}\" \\\n",
        "                     f\"<br>Incidence Rate: {row['Incidence of malaria (per 1,000 population at risk)']}\" \\\n",
        "                     f\"<br>Mortality Rate: {row['Mortality Rate']}\"\n",
        "\n",
        "        folium.CircleMarker(\n",
        "            location=[row['latitude'], row['longitude']],\n",
        "            radius=5,\n",
        "            color=cluster_colors[cluster],\n",
        "            fill=True,\n",
        "            fill_color=cluster_colors[cluster],\n",
        "            fill_opacity=0.7,\n",
        "            popup=folium.Popup(html=popup_html),\n",
        "        ).add_to(marker_cluster)\n",
        "\n",
        "# Add layer control to toggle clustering\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "# Display the map in the notebook\n",
        "m"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 77,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0d1XUMAjffbk",
        "outputId": "55a7a4cd-554e-4821-ccfc-1a06eca0d246"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting libpysal\n",
            "  Downloading libpysal-4.7.0-py3-none-any.whl (2.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.4/2.4 MB\u001b[0m \u001b[31m9.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: platformdirs in /usr/local/lib/python3.10/dist-packages (from libpysal) (3.10.0)\n",
            "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from libpysal) (4.11.2)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from libpysal) (3.1.2)\n",
            "Requirement already satisfied: numpy>=1.3 in /usr/local/lib/python3.10/dist-packages (from libpysal) (1.23.5)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from libpysal) (1.5.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from libpysal) (2.31.0)\n",
            "Requirement already satisfied: scipy>=0.11 in /usr/local/lib/python3.10/dist-packages (from libpysal) (1.10.1)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from libpysal) (23.1)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->libpysal) (2.4.1)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->libpysal) (2.1.3)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->libpysal) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->libpysal) (2023.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (3.2.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (2.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (2023.7.22)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->libpysal) (1.16.0)\n",
            "Installing collected packages: libpysal\n",
            "Successfully installed libpysal-4.7.0\n"
          ]
        }
      ],
      "source": [
        "!pip install libpysal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 78,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OS3GIAG1f9QL",
        "outputId": "81a5179b-d5cb-4d44-c44a-2cc65f1775ff"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting esda\n",
            "  Downloading esda-2.4.3.tar.gz (116 kB)\n",
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/116.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━\u001b[0m \u001b[32m92.2/116.6 kB\u001b[0m \u001b[31m2.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.6/116.6 kB\u001b[0m \u001b[31m2.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: scipy>=0.11 in /usr/local/lib/python3.10/dist-packages (from esda) (1.10.1)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from esda) (1.5.3)\n",
            "Requirement already satisfied: libpysal in /usr/local/lib/python3.10/dist-packages (from esda) (4.7.0)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from esda) (1.2.2)\n",
            "Requirement already satisfied: numpy<1.27.0,>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from scipy>=0.11->esda) (1.23.5)\n",
            "Requirement already satisfied: platformdirs in /usr/local/lib/python3.10/dist-packages (from libpysal->esda) (3.10.0)\n",
            "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from libpysal->esda) (4.11.2)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from libpysal->esda) (3.1.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from libpysal->esda) (2.31.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from libpysal->esda) (23.1)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->esda) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->esda) (2023.3)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->esda) (1.3.2)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->esda) (3.2.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->esda) (1.16.0)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->libpysal->esda) (2.4.1)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->libpysal->esda) (2.1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal->esda) (3.2.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal->esda) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal->esda) (2.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal->esda) (2023.7.22)\n",
            "Building wheels for collected packages: esda\n",
            "  Building wheel for esda (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for esda: filename=esda-2.4.3-py3-none-any.whl size=122762 sha256=636a37a60850031f91fbf9347df47723b27f1a30de8f3eed832b35760f88e456\n",
            "  Stored in directory: /root/.cache/pip/wheels/ed/88/61/8705bb427b9aeb4ded8f07eb8ea3e8cada26881368c75619cb\n",
            "Successfully built esda\n",
            "Installing collected packages: esda\n",
            "Successfully installed esda-2.4.3\n"
          ]
        }
      ],
      "source": [
        "!pip install esda"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xlOrjf7rpfax",
        "outputId": "ad6e9e67-9cb2-48c8-f1b9-005b1c679e03"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Moran's I for Incidence of malaria (per 1,000 population at risk): -0.0238748319430682\n",
            "Expected Moran's I for Incidence of malaria (per 1,000 population at risk): -0.002277904328018223\n",
            "P-value for Incidence of malaria (per 1,000 population at risk): 0.0\n",
            "Z-score for Incidence of malaria (per 1,000 population at risk): -43.96054801057853\n",
            "--------------------\n",
            "Moran's I for Mortality Rate: -0.02351543163045032\n",
            "Expected Moran's I for Mortality Rate: -0.002277904328018223\n",
            "P-value for Mortality Rate: 0.0\n",
            "Z-score for Mortality Rate: -43.228988643456084\n",
            "--------------------\n",
            "Moran's I for Total Malaria Cases: -0.025408798683309242\n",
            "Expected Moran's I for Total Malaria Cases: -0.002277904328018223\n",
            "P-value for Total Malaria Cases: 0.0\n",
            "Z-score for Total Malaria Cases: -47.08293744174952\n",
            "--------------------\n",
            "Moran's I for Total Population: -0.025394833203846393\n",
            "Expected Moran's I for Total Population: -0.002277904328018223\n",
            "P-value for Total Population: 0.0\n",
            "Z-score for Total Population: -47.054510707106516\n",
            "--------------------\n"
          ]
        }
      ],
      "source": [
        "# Spatial autocorrelation analysis\n",
        "import libpysal\n",
        "from esda.moran import Moran\n",
        "\n",
        "# Calculate spatial weights\n",
        "w = libpysal.weights.DistanceBand.from_dataframe(sorted_merged_gdf, threshold=200, binary=True)\n",
        "\n",
        "# Select the columns for analysis\n",
        "columns_to_analyze = ['Incidence of malaria (per 1,000 population at risk)', 'Mortality Rate', 'Total Malaria Cases', 'Total Population']\n",
        "\n",
        "# Calculate Moran's I statistic for each column\n",
        "for column in columns_to_analyze:\n",
        "    series = sorted_merged_gdf[column]\n",
        "    moran = Moran(series, w)\n",
        "\n",
        "    # Interpret the Moran's I result for each column\n",
        "    print(f\"Moran's I for {column}:\", moran.I)\n",
        "    print(f\"Expected Moran's I for {column}:\", moran.EI)\n",
        "    print(f\"P-value for {column}:\", moran.p_norm)\n",
        "    print(f\"Z-score for {column}:\", moran.z_norm)\n",
        "    print(\"--------------------\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TWbjL4lBcf2w"
      },
      "source": [
        "Moran's I is like a special tool we use to see if the sick people are spread out in a certain way. The number we got for Moran's I is -0.023. This number tells us that the way sick people are spread out on the map is different from what we'd expect if it was just random. It's like if we saw more sick people in some countries close to each other and fewer sick people in others nearby.\n",
        "\n",
        "The expected Moran's I is a number that says what we'd expect if the sickness was just happening randomly. In this case, that number is -0.002. So, the actual way the sickness is spread out is quite different from what we'd expect if it was just random.\n",
        "\n",
        "The p-value is like a special test that tells us if our findings are strong or not. The p-value here is very close to zero, which means our findings are super strong. It's like we found a really important clue that says the way malaria is spreading in Africa isn't just by chance.\n",
        "\n",
        "The Z-score is another number that helps us understand how different our findings are from random.\n",
        "\n",
        "So, all these numbers together tell us that the way malaria is spreading in African countries is not random. There's a special pattern to it, and we need to figure out why some places have more sick people while others nearby have fewer (probably a future research direction).\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 80,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rV-pPHi9jCz_",
        "outputId": "d3c04e66-bb6b-47bb-cb36-d8593e0c4f54"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Installing collected packages: quantecon, mapclassify, spreg, giddy, splot\n",
            "Successfully installed giddy-2.3.4 mapclassify-2.6.0 quantecon-0.7.1 splot-1.1.5.post1 spreg-1.3.2\n"
          ]
        }
      ],
      "source": [
        "!pip install splot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 81,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "hQRx8Nmdi41p",
        "outputId": "64020f6b-f2db-42e0-f411-d93978454dcb"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/splot/_viz_esda_mpl.py:354: FutureWarning:\n",
            "\n",
            "\n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "from splot.esda import moran_scatterplot, plot_moran\n",
        "\n",
        "plot_moran(moran, zstandard=True, aspect_equal=False)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bQfLYYDNlHe4",
        "outputId": "ed43c512-c54d-4cd2-f290-535ccd4a64d6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "  Downloading Rtree-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.0 MB)\n",
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            "\u001b[?25hCollecting pulp (from spopt>=0.4.1->pysal)\n",
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            "Collecting affine (from rasterio->tobler>=0.8.2->pysal)\n",
            "  Downloading affine-2.4.0-py3-none-any.whl (15 kB)\n",
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            "  Downloading simplejson-3.19.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (137 kB)\n",
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            "Building wheels for collected packages: inequality, mgwr, spglm, spint, spvcm\n",
            "  Building wheel for inequality (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for inequality: filename=inequality-1.0.0-py3-none-any.whl size=11778 sha256=160b34bac7744f76fce8cd31dfc195e9d20fafc18e18a1764990399d4ece850f\n",
            "  Stored in directory: /root/.cache/pip/wheels/52/f7/af/eb988b28568f650a2329b2b3e954019a1c3ceb084dae385b51\n",
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            "  Stored in directory: /root/.cache/pip/wheels/4d/43/6e/bd2d0e1ccee77089e0b266ebc4948d9a90ef363e0be23663aa\n",
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            "  Created wheel for spint: filename=spint-1.0.7-py3-none-any.whl size=31359 sha256=a61f42928b021c87c68eb70882bd81e954e35b68bc1dd3690fa64cdaa6b49f2a\n",
            "  Stored in directory: /root/.cache/pip/wheels/f6/1d/ab/81b0c9d17a778a97ec078147cb11901afdab420c4894dcfbc5\n",
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            "  Created wheel for spvcm: filename=spvcm-0.3.0-py3-none-any.whl size=5777185 sha256=a54c288ea63e766b2a21c3bec067eab99f6c75182570ce9275ee471744608c2d\n",
            "  Stored in directory: /root/.cache/pip/wheels/1c/58/6f/debcb62c0a142a6615a65f23217209b543b478d309edfa4e2b\n",
            "Successfully built inequality mgwr spglm spint spvcm\n",
            "Installing collected packages: pulp, snuggs, simplejson, rtree, deprecation, affine, rasterio, inequality, rasterstats, tobler, segregation, pointpats, momepy, access, spvcm, spglm, spaghetti, spopt, spint, mgwr, pysal\n",
            "Successfully installed access-1.1.9 affine-2.4.0 deprecation-2.1.0 inequality-1.0.0 mgwr-2.1.2 momepy-0.6.0 pointpats-2.3.0 pulp-2.7.0 pysal-23.7 rasterio-1.3.8 rasterstats-0.19.0 rtree-1.0.1 segregation-2.4.2 simplejson-3.19.1 snuggs-1.4.7 spaghetti-1.7.4 spglm-1.0.8 spint-1.0.7 spopt-0.5.0 spvcm-0.3.0 tobler-0.10.1\n"
          ]
        }
      ],
      "source": [
        "!pip install pysal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 83,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wrIQO_ttTIE1",
        "outputId": "fdf855e8-9dcf-4c8d-d603-95cebe850941"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: geopandas in /usr/local/lib/python3.10/dist-packages (0.13.2)\n",
            "Requirement already satisfied: esda in /usr/local/lib/python3.10/dist-packages (2.4.3)\n",
            "Requirement already satisfied: libpysal in /usr/local/lib/python3.10/dist-packages (4.7.0)\n",
            "Requirement already satisfied: fiona>=1.8.19 in /usr/local/lib/python3.10/dist-packages (from geopandas) (1.9.4.post1)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from geopandas) (23.1)\n",
            "Requirement already satisfied: pandas>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from geopandas) (1.5.3)\n",
            "Requirement already satisfied: pyproj>=3.0.1 in /usr/local/lib/python3.10/dist-packages (from geopandas) (3.6.0)\n",
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            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.0->geopandas) (2023.3)\n",
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            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->libpysal) (2.1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (3.2.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->libpysal) (2.0.4)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->esda) (1.3.2)\n",
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          ]
        }
      ],
      "source": [
        "\n",
        "pip install geopandas esda libpysal"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jjB1xkPQnQN4"
      },
      "source": [
        "Hotspot analysis"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 84,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ey7mDLVmY-Qi",
        "outputId": "24f41471-8584-4433-d1d7-7b01a1069151"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/libpysal/weights/weights.py:172: UserWarning:\n",
            "\n",
            "The weights matrix is not fully connected: \n",
            " There are 7 disconnected components.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/esda/getisord.py:596: UserWarning:\n",
            "\n",
            "Gi* requested, but (a) weights are already row-standardized, (b) no weights are on the diagonal, and (c) no default value supplied to star. Assuming that the self-weight is equivalent to the maximum weight in the row. To use a different default (like, .5), set `star=.5`, or use libpysal.weights.fill_diagonal() to set the diagonal values of your weights matrix and use `star=None` in Gi_Local.\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Gi* Values: [0.00221733 0.00161852 0.0047246  0.00070849 0.00464528 0.00241902\n",
            " 0.0035652  0.00277621 0.00283902 0.00029192 0.00334784 0.00149438\n",
            " 0.00334784 0.00475351 0.00311102 0.00213903 0.0020616  0.00043997\n",
            " 0.00453941 0.00193088 0.00062299 0.         0.00157078 0.0009776\n",
            " 0.00311211 0.00388625 0.00294098 0.00031504 0.00213903 0.00073784\n",
            " 0.00453941 0.00048167 0.00094394 0.0026105  0.00210102 0.0049055\n",
            " 0.00137901 0.00257533 0.001738   0.00157033 0.00221733 0.00161852\n",
            " 0.0047246  0.00070849 0.00464528 0.00241902 0.0035652  0.00277621\n",
            " 0.00283902 0.00029192 0.00334784 0.00149438 0.00334784 0.00475351\n",
            " 0.00311102 0.00213903 0.0020616  0.00043997 0.00453941 0.00193088\n",
            " 0.00062299 0.         0.00157078 0.0009776  0.00311211 0.00388625\n",
            " 0.00294098 0.00031504 0.00213903 0.00073784 0.00453941 0.00048167\n",
            " 0.00094394 0.0026105  0.00210102 0.0049055  0.00137901 0.00257533\n",
            " 0.001738   0.00157033 0.00221733 0.00161852 0.0047246  0.00070849\n",
            " 0.00464528 0.00241902 0.0035652  0.00277621 0.00283902 0.00029192\n",
            " 0.00334784 0.00149438 0.00334784 0.00475351 0.00311102 0.00213903\n",
            " 0.0020616  0.00043997 0.00453941 0.00193088 0.00062299 0.\n",
            " 0.00157078 0.0009776  0.00311211 0.00388625 0.00294098 0.00031504\n",
            " 0.00213903 0.00073784 0.00453941 0.00048167 0.00094394 0.0026105\n",
            " 0.00210102 0.0049055  0.00137901 0.00257533 0.001738   0.00157033\n",
            " 0.00221733 0.00161852 0.0047246  0.00070849 0.00464528 0.00241902\n",
            " 0.0035652  0.00277621 0.00283902 0.00029192 0.00334784 0.00149438\n",
            " 0.00334784 0.00475351 0.00311102 0.00213903 0.0020616  0.00043997\n",
            " 0.00453941 0.00193088 0.00062299 0.         0.00157078 0.0009776\n",
            " 0.00311211 0.00388625 0.00294098 0.00031504 0.00213903 0.00073784\n",
            " 0.00453941 0.00048167 0.00094394 0.0026105  0.00210102 0.0049055\n",
            " 0.00137901 0.00257533 0.001738   0.00157033 0.00221733 0.00161852\n",
            " 0.0047246  0.00070849 0.00464528 0.00241902 0.0035652  0.00277621\n",
            " 0.00283902 0.00029192 0.00334784 0.00149438 0.00334784 0.00475351\n",
            " 0.00311102 0.00213903 0.0020616  0.00043997 0.00453941 0.00193088\n",
            " 0.00062299 0.         0.00157078 0.0009776  0.00311211 0.00388625\n",
            " 0.00294098 0.00031504 0.00213903 0.00073784 0.00453941 0.00048167\n",
            " 0.00094394 0.0026105  0.00210102 0.0049055  0.00137901 0.00257533\n",
            " 0.001738   0.00157033 0.00221733 0.00161852 0.0047246  0.00070849\n",
            " 0.00464528 0.00241902 0.0035652  0.00277621 0.00283902 0.00029192\n",
            " 0.00334784 0.00149438 0.00334784 0.00475351 0.00311102 0.00213903\n",
            " 0.0020616  0.00043997 0.00453941 0.00193088 0.00062299 0.\n",
            " 0.00157078 0.0009776  0.00311211 0.00388625 0.00294098 0.00031504\n",
            " 0.00213903 0.00073784 0.00453941 0.00048167 0.00094394 0.0026105\n",
            " 0.00210102 0.0049055  0.00137901 0.00257533 0.001738   0.00157033\n",
            " 0.00221733 0.00161852 0.0047246  0.00070849 0.00464528 0.00241902\n",
            " 0.0035652  0.00277621 0.00283902 0.00029192 0.00334784 0.00149438\n",
            " 0.00334784 0.00475351 0.00311102 0.00213903 0.0020616  0.00043997\n",
            " 0.00453941 0.00193088 0.00062299 0.         0.00157078 0.0009776\n",
            " 0.00311211 0.00388625 0.00294098 0.00031504 0.00213903 0.00073784\n",
            " 0.00453941 0.00048167 0.00094394 0.0026105  0.00210102 0.0049055\n",
            " 0.00137901 0.00257533 0.001738   0.00157033 0.00221733 0.00161852\n",
            " 0.0047246  0.00070849 0.00464528 0.00241902 0.0035652  0.00277621\n",
            " 0.00283902 0.00029192 0.00334784 0.00149438 0.00334784 0.00475351\n",
            " 0.00311102 0.00213903 0.0020616  0.00043997 0.00453941 0.00193088\n",
            " 0.00062299 0.         0.00157078 0.0009776  0.00311211 0.00388625\n",
            " 0.00294098 0.00031504 0.00213903 0.00073784 0.00453941 0.00048167\n",
            " 0.00094394 0.0026105  0.00210102 0.0049055  0.00137901 0.00257533\n",
            " 0.001738   0.00157033 0.00221733 0.00161852 0.0047246  0.00070849\n",
            " 0.00464528 0.00241902 0.0035652  0.00277621 0.00283902 0.00029192\n",
            " 0.00334784 0.00149438 0.00334784 0.00475351 0.00311102 0.00213903\n",
            " 0.0020616  0.00043997 0.00453941 0.00193088 0.00062299 0.\n",
            " 0.00157078 0.0009776  0.00311211 0.00388625 0.00294098 0.00031504\n",
            " 0.00213903 0.00073784 0.00453941 0.00048167 0.00094394 0.0026105\n",
            " 0.00210102 0.0049055  0.00137901 0.00257533 0.001738   0.00157033\n",
            " 0.00221733 0.00161852 0.0047246  0.00070849 0.00464528 0.00241902\n",
            " 0.0035652  0.00277621 0.00283902 0.00029192 0.00334784 0.00149438\n",
            " 0.00334784 0.00475351 0.00311102 0.00213903 0.0020616  0.00043997\n",
            " 0.00453941 0.00193088 0.00062299 0.         0.00157078 0.0009776\n",
            " 0.00311211 0.00388625 0.00294098 0.00031504 0.00213903 0.00073784\n",
            " 0.00453941 0.00048167 0.00094394 0.0026105  0.00210102 0.0049055\n",
            " 0.00137901 0.00257533 0.001738   0.00157033 0.00221733 0.00161852\n",
            " 0.0047246  0.00070849 0.00464528 0.00241902 0.0035652  0.00277621\n",
            " 0.00283902 0.00029192 0.00334784 0.00149438 0.00334784 0.00475351\n",
            " 0.00311102 0.00213903 0.0020616  0.00043997 0.00453941 0.00193088\n",
            " 0.00062299 0.         0.00157078 0.0009776  0.00311211 0.00388625\n",
            " 0.00294098 0.00031504 0.00213903 0.00073784 0.00453941 0.00048167\n",
            " 0.00094394 0.0026105  0.00210102 0.0049055  0.00137901 0.00257533\n",
            " 0.001738   0.00157033]\n",
            "P-values: [0.468 0.012 0.001 0.001 0.001 0.36  0.001 0.035 0.001 0.001 0.001 0.01\n",
            " 0.001 0.001 0.001 0.363 0.236 0.001 0.001 0.078 0.003 0.001 0.003 0.001\n",
            " 0.001 0.001 0.018 0.001 0.346 0.002 0.001 0.001 0.001 0.092 0.276 0.001\n",
            " 0.001 0.177 0.006 0.005 0.48  0.011 0.001 0.001 0.001 0.377 0.001 0.03\n",
            " 0.003 0.001 0.001 0.009 0.001 0.001 0.001 0.352 0.243 0.001 0.001 0.073\n",
            " 0.003 0.001 0.004 0.001 0.001 0.001 0.011 0.001 0.35  0.004 0.001 0.001\n",
            " 0.001 0.085 0.279 0.001 0.002 0.167 0.007 0.007 0.5   0.015 0.001 0.001\n",
            " 0.001 0.376 0.001 0.03  0.005 0.001 0.001 0.011 0.001 0.001 0.001 0.355\n",
            " 0.243 0.001 0.001 0.079 0.004 0.001 0.005 0.001 0.001 0.001 0.012 0.001\n",
            " 0.383 0.004 0.001 0.001 0.001 0.091 0.296 0.001 0.002 0.177 0.004 0.005\n",
            " 0.485 0.02  0.001 0.001 0.001 0.366 0.001 0.022 0.003 0.001 0.001 0.009\n",
            " 0.001 0.001 0.001 0.366 0.262 0.001 0.001 0.076 0.002 0.001 0.002 0.001\n",
            " 0.001 0.001 0.016 0.001 0.396 0.002 0.001 0.001 0.001 0.077 0.297 0.001\n",
            " 0.002 0.172 0.003 0.005 0.486 0.02  0.001 0.001 0.001 0.345 0.001 0.033\n",
            " 0.002 0.001 0.001 0.007 0.001 0.001 0.001 0.363 0.266 0.001 0.001 0.08\n",
            " 0.003 0.001 0.001 0.001 0.001 0.001 0.009 0.001 0.389 0.003 0.001 0.001\n",
            " 0.001 0.082 0.307 0.001 0.001 0.163 0.004 0.002 0.498 0.016 0.001 0.001\n",
            " 0.001 0.338 0.001 0.031 0.002 0.001 0.002 0.008 0.001 0.001 0.001 0.359\n",
            " 0.256 0.001 0.001 0.083 0.002 0.001 0.001 0.001 0.001 0.001 0.01  0.001\n",
            " 0.382 0.005 0.001 0.001 0.001 0.088 0.299 0.001 0.001 0.152 0.003 0.003\n",
            " 0.491 0.018 0.001 0.001 0.001 0.325 0.001 0.025 0.002 0.001 0.002 0.005\n",
            " 0.001 0.001 0.001 0.359 0.244 0.001 0.001 0.083 0.002 0.001 0.001 0.001\n",
            " 0.001 0.001 0.017 0.001 0.377 0.002 0.001 0.001 0.001 0.097 0.293 0.001\n",
            " 0.001 0.148 0.002 0.001 0.496 0.013 0.001 0.001 0.001 0.335 0.001 0.025\n",
            " 0.003 0.001 0.003 0.008 0.001 0.001 0.002 0.371 0.241 0.001 0.001 0.081\n",
            " 0.001 0.001 0.001 0.001 0.001 0.001 0.022 0.001 0.388 0.006 0.001 0.001\n",
            " 0.001 0.092 0.289 0.001 0.001 0.147 0.005 0.002 0.494 0.012 0.001 0.001\n",
            " 0.001 0.355 0.001 0.028 0.002 0.001 0.002 0.007 0.002 0.001 0.001 0.394\n",
            " 0.265 0.001 0.001 0.076 0.001 0.001 0.001 0.001 0.001 0.001 0.029 0.001\n",
            " 0.383 0.003 0.001 0.001 0.001 0.089 0.286 0.001 0.001 0.13  0.006 0.003\n",
            " 0.5   0.012 0.001 0.001 0.001 0.387 0.001 0.023 0.003 0.001 0.002 0.005\n",
            " 0.002 0.001 0.001 0.38  0.26  0.001 0.001 0.072 0.001 0.001 0.001 0.001\n",
            " 0.001 0.001 0.05  0.001 0.4   0.003 0.001 0.001 0.001 0.088 0.297 0.001\n",
            " 0.001 0.153 0.003 0.001 0.483 0.013 0.001 0.001 0.001 0.413 0.001 0.024\n",
            " 0.004 0.001 0.001 0.008 0.001 0.001 0.001 0.386 0.255 0.001 0.001 0.067\n",
            " 0.001 0.001 0.002 0.001 0.001 0.001 0.035 0.001 0.402 0.002 0.001 0.001\n",
            " 0.001 0.078 0.292 0.001 0.003 0.158 0.008 0.004]\n"
          ]
        }
      ],
      "source": [
        "\n",
        "import libpysal\n",
        "\n",
        "from esda import G_Local\n",
        "\n",
        "\n",
        "# Calculate Getis-Ord Gi* statistic\n",
        "incidence_rate = sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)']\n",
        "\n",
        "# Create a spatial weights matrix (w) using libpysal\n",
        "w = libpysal.weights.Queen.from_dataframe(sorted_merged_gdf)\n",
        "\n",
        "# Check if the dimensions match between incidence_rate and w\n",
        "if len(incidence_rate) == w.n:\n",
        "    # Calculate Getis-Ord Gi* statistic\n",
        "    getis_ord = G_Local(incidence_rate, w, star=True)\n",
        "\n",
        "    # Extract Gi* statistics and p-values\n",
        "    gi_star_values = getis_ord.Gs\n",
        "    p_values = getis_ord.p_sim\n",
        "\n",
        "    # Print or use the results as needed\n",
        "    print(\"Gi* Values:\", gi_star_values)\n",
        "    print(\"P-values:\", p_values)\n",
        "else:\n",
        "    print(\"Dimension mismatch: The length of incidence_rate is not equal to the number of spatial units in the data.\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "iO_7IjMcgIRr",
        "outputId": "55dc8eea-09f0-49fa-84e6-c3105f4a744f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/libpysal/weights/weights.py:172: UserWarning:\n",
            "\n",
            "The weights matrix is not fully connected: \n",
            " There are 7 disconnected components.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/esda/getisord.py:596: UserWarning:\n",
            "\n",
            "Gi* requested, but (a) weights are already row-standardized, (b) no weights are on the diagonal, and (c) no default value supplied to star. Assuming that the self-weight is equivalent to the maximum weight in the row. To use a different default (like, .5), set `star=.5`, or use libpysal.weights.fill_diagonal() to set the diagonal values of your weights matrix and use `star=None` in Gi_Local.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/libpysal/weights/weights.py:172: UserWarning:\n",
            "\n",
            "The weights matrix is not fully connected: \n",
            " There are 7 disconnected components.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/esda/getisord.py:596: UserWarning:\n",
            "\n",
            "Gi* requested, but (a) weights are already row-standardized, (b) no weights are on the diagonal, and (c) no default value supplied to star. Assuming that the self-weight is equivalent to the maximum weight in the row. To use a different default (like, .5), set `star=.5`, or use libpysal.weights.fill_diagonal() to set the diagonal values of your weights matrix and use `star=None` in Gi_Local.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "from esda import G_Local\n",
        "\n",
        "# Calculate Getis-Ord Gi* statistic for incidence rate\n",
        "incidence_rate = sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)']\n",
        "w = libpysal.weights.Queen.from_dataframe(sorted_merged_gdf)\n",
        "getis_ord_incidence = G_Local(incidence_rate, w, star=True)\n",
        "gi_star_incidence = getis_ord_incidence.Gs\n",
        "\n",
        "# Calculate Getis-Ord Gi* statistic for mortality rate\n",
        "mortality_rate = sorted_merged_gdf['Mortality Rate']\n",
        "w_mortality = libpysal.weights.Queen.from_dataframe(sorted_merged_gdf)\n",
        "getis_ord_mortality = G_Local(mortality_rate, w_mortality, star=True)\n",
        "gi_star_mortality = getis_ord_mortality.Gs\n",
        "\n",
        "# Add Gi* values to the GeoDataFrame\n",
        "sorted_merged_gdf['Gi_Star_Incidence'] = gi_star_incidence\n",
        "sorted_merged_gdf['Gi_Star_Mortality'] = gi_star_mortality\n",
        "\n",
        "# Plot hotspot analysis results for incidence rate\n",
        "plt.figure(figsize=(20, 10))\n",
        "sns.set(style=\"whitegrid\")\n",
        "ax = sns.scatterplot(data=sorted_merged_gdf, x='longitude', y='latitude', hue='Gi_Star_Incidence', palette='coolwarm', legend='brief')\n",
        "\n",
        "# Customize plot settings\n",
        "ax.set_title('Getis-Ord Gi* Hotspot Analysis - Incidence Rate')\n",
        "ax.legend(title='Gi* Incidence', loc='upper right')\n",
        "ax.set_xlabel('Longitude')\n",
        "ax.set_ylabel('Latitude')\n",
        "\n",
        "# Add country labels as bigger text\n",
        "for index, row in sorted_merged_gdf.iterrows():\n",
        "    ax.text(row['longitude'], row['latitude'], row['Country Name_right'], fontsize=14, color='black', ha='center', va='center')\n",
        "\n",
        "plt.show()\n",
        "\n",
        "# Plot hotspot analysis results for mortality rate\n",
        "plt.figure(figsize=(20, 15))\n",
        "sns.set(style=\"whitegrid\")\n",
        "ax = sns.scatterplot(data=sorted_merged_gdf, x='longitude', y='latitude', hue='Gi_Star_Mortality', palette='coolwarm', legend='brief')\n",
        "\n",
        "# Customize plot settings\n",
        "ax.set_title('Getis-Ord Gi* Hotspot Analysis - Mortality Rate')\n",
        "ax.legend(title='Gi* Mortality', loc='upper right')\n",
        "ax.set_xlabel('Longitude')\n",
        "ax.set_ylabel('Latitude')\n",
        "\n",
        "# Add country labels as bigger text\n",
        "for index, row in sorted_merged_gdf.iterrows():\n",
        "    ax.text(row['longitude'], row['latitude'], row['Country Name_right'], fontsize=14, color='black', ha='center', va='center')\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 86,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 988
        },
        "id": "MNGgn5WTh9Kt",
        "outputId": "4763f802-05d9-49b1-c7eb-815b2a80c303"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/libpysal/weights/weights.py:172: UserWarning:\n",
            "\n",
            "The weights matrix is not fully connected: \n",
            " There are 4 disconnected components.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/esda/getisord.py:596: UserWarning:\n",
            "\n",
            "Gi* requested, but (a) weights are already row-standardized, (b) no weights are on the diagonal, and (c) no default value supplied to star. Assuming that the self-weight is equivalent to the maximum weight in the row. To use a different default (like, .5), set `star=.5`, or use libpysal.weights.fill_diagonal() to set the diagonal values of your weights matrix and use `star=None` in Gi_Local.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/geopandas/geodataframe.py:1538: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "import geopandas as gpd\n",
        "from esda import G_Local\n",
        "\n",
        "# Calculate percentiles for incidence rate and mortality rate\n",
        "incidence_percentile = sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)'].quantile(0.85)\n",
        "mortality_percentile = sorted_merged_gdf['Mortality Rate'].quantile(0.85)\n",
        "\n",
        "# Filter data based on percentiles\n",
        "high_incidence_mortality = sorted_merged_gdf[\n",
        "    (sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)'] > incidence_percentile) &\n",
        "    (sorted_merged_gdf['Mortality Rate'] > mortality_percentile)\n",
        "]\n",
        "\n",
        "# Calculate Getis-Ord Gi* statistic for the filtered data\n",
        "incidence_rate = high_incidence_mortality['Incidence of malaria (per 1,000 population at risk)']\n",
        "w = libpysal.weights.Queen.from_dataframe(high_incidence_mortality)\n",
        "getis_ord = G_Local(incidence_rate, w, star=True)\n",
        "gi_star_values = getis_ord.Gs\n",
        "\n",
        "# Add Gi* values to the GeoDataFrame\n",
        "high_incidence_mortality['Gi_Star'] = gi_star_values\n",
        "\n",
        "# Plot hotspot analysis results\n",
        "plt.figure(figsize=(20, 10))\n",
        "sns.set(style=\"whitegrid\")\n",
        "ax = sns.scatterplot(data=high_incidence_mortality, x='longitude', y='latitude', hue='Gi_Star', palette='coolwarm', legend='brief')\n",
        "\n",
        "# Customize plot settings\n",
        "ax.set_title('Hotspot Analysis for High Incidence and High Mortality')\n",
        "ax.legend(title='Gi* Value', loc='upper right')\n",
        "ax.set_xlabel('Longitude')\n",
        "ax.set_ylabel('Latitude')\n",
        "\n",
        "# Add country labels as bigger text\n",
        "for index, row in high_incidence_mortality.iterrows():\n",
        "    ax.text(row['longitude'], row['latitude'], row['Country Name_right'], fontsize=14, color='black', ha='center', va='center')\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 957
        },
        "id": "2pRQO7iRfFb5",
        "outputId": "0eeea554-26cf-4207-870d-b6ee07e247f5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/libpysal/weights/weights.py:172: UserWarning:\n",
            "\n",
            "The weights matrix is not fully connected: \n",
            " There are 7 disconnected components.\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/esda/getisord.py:596: UserWarning:\n",
            "\n",
            "Gi* requested, but (a) weights are already row-standardized, (b) no weights are on the diagonal, and (c) no default value supplied to star. Assuming that the self-weight is equivalent to the maximum weight in the row. To use a different default (like, .5), set `star=.5`, or use libpysal.weights.fill_diagonal() to set the diagonal values of your weights matrix and use `star=None` in Gi_Local.\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Interactive map saved as 'hotspot_analysis_map.html'.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css&quot;/&gt;\n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_73ef65c164e0c20e1e23a5e5bd85a7b1&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_73ef65c164e0c20e1e23a5e5bd85a7b1 = L.map(\n",
              "                &quot;map_73ef65c164e0c20e1e23a5e5bd85a7b1&quot;,\n",
              "                {\n",
              "                    center: [2.048407675, 16.938223949999998],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 4,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_6c3603df983fb276d4fa0abf4f2c3f41 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_73ef65c164e0c20e1e23a5e5bd85a7b1);\n",
              "        \n",
              "    \n",
              "            var marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76 = L.markerClusterGroup(\n",
              "                {}\n",
              "            );\n",
              "            map_73ef65c164e0c20e1e23a5e5bd85a7b1.addLayer(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var marker_11d95260ea71b3337f334b41fb9e0382 = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_54c82c23648bc2484ad827ab228f3e09 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_11d95260ea71b3337f334b41fb9e0382.setIcon(icon_54c82c23648bc2484ad827ab228f3e09);\n",
              "        \n",
              "    \n",
              "        var popup_4ddca4734fb87e22846415608e829063 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9b9b39568c4f26c9124327cad6d46ada = $(`&lt;div id=&quot;html_9b9b39568c4f26c9124327cad6d46ada&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_4ddca4734fb87e22846415608e829063.setContent(html_9b9b39568c4f26c9124327cad6d46ada);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_11d95260ea71b3337f334b41fb9e0382.bindPopup(popup_4ddca4734fb87e22846415608e829063)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c0b7117dcc0a8e8dd04d7f1c3241aa83 = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a94f49a7f3f2ec4d4883327775041fcb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c0b7117dcc0a8e8dd04d7f1c3241aa83.setIcon(icon_a94f49a7f3f2ec4d4883327775041fcb);\n",
              "        \n",
              "    \n",
              "        var popup_fc307b249c0f97a27d389b2d9ef5e6d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be9f2df0e00ecbab834664aab5fb3c4e = $(`&lt;div id=&quot;html_be9f2df0e00ecbab834664aab5fb3c4e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_fc307b249c0f97a27d389b2d9ef5e6d3.setContent(html_be9f2df0e00ecbab834664aab5fb3c4e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c0b7117dcc0a8e8dd04d7f1c3241aa83.bindPopup(popup_fc307b249c0f97a27d389b2d9ef5e6d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7977e7d25c7f16c71823796ae453fb1f = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_795dbdf374a2893141480d933f968144 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7977e7d25c7f16c71823796ae453fb1f.setIcon(icon_795dbdf374a2893141480d933f968144);\n",
              "        \n",
              "    \n",
              "        var popup_9b067c0cbeb3c0e22e143fa8f399f1bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5672dfd155a8324a698cb84eaee70116 = $(`&lt;div id=&quot;html_5672dfd155a8324a698cb84eaee70116&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_9b067c0cbeb3c0e22e143fa8f399f1bc.setContent(html_5672dfd155a8324a698cb84eaee70116);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7977e7d25c7f16c71823796ae453fb1f.bindPopup(popup_9b067c0cbeb3c0e22e143fa8f399f1bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1a6b2540e5e7aae7f46d867c07edb83f = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9f6612b813699b70337a579cd99c42a0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1a6b2540e5e7aae7f46d867c07edb83f.setIcon(icon_9f6612b813699b70337a579cd99c42a0);\n",
              "        \n",
              "    \n",
              "        var popup_6a0fbb78caf9345ca42ce2071de0ab1d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f45351998ed5c7f8d32452c596957876 = $(`&lt;div id=&quot;html_f45351998ed5c7f8d32452c596957876&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_6a0fbb78caf9345ca42ce2071de0ab1d.setContent(html_f45351998ed5c7f8d32452c596957876);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1a6b2540e5e7aae7f46d867c07edb83f.bindPopup(popup_6a0fbb78caf9345ca42ce2071de0ab1d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a55dfcfea03798c3b4d47d3d98b78c94 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_56a6d9c6a51f8564e96c1025ae028436 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a55dfcfea03798c3b4d47d3d98b78c94.setIcon(icon_56a6d9c6a51f8564e96c1025ae028436);\n",
              "        \n",
              "    \n",
              "        var popup_436f0a12cfeafff2766d9eaca5e4a708 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_15b31d57459ab81301e384793a7e5f2e = $(`&lt;div id=&quot;html_15b31d57459ab81301e384793a7e5f2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_436f0a12cfeafff2766d9eaca5e4a708.setContent(html_15b31d57459ab81301e384793a7e5f2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a55dfcfea03798c3b4d47d3d98b78c94.bindPopup(popup_436f0a12cfeafff2766d9eaca5e4a708)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7e02c0c76df4779f79117c8e04e97fb6 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_061a84970ef711484944deb508e01769 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7e02c0c76df4779f79117c8e04e97fb6.setIcon(icon_061a84970ef711484944deb508e01769);\n",
              "        \n",
              "    \n",
              "        var popup_98806f4c3a6ed3f452afebc53fe8f249 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ebe65b1633be3e804ad611630c9b44e = $(`&lt;div id=&quot;html_6ebe65b1633be3e804ad611630c9b44e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_98806f4c3a6ed3f452afebc53fe8f249.setContent(html_6ebe65b1633be3e804ad611630c9b44e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7e02c0c76df4779f79117c8e04e97fb6.bindPopup(popup_98806f4c3a6ed3f452afebc53fe8f249)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5e96482e2f13589277ef4a4a394c11c7 = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a48e65d33c3bd153a8cf36f863a9baff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5e96482e2f13589277ef4a4a394c11c7.setIcon(icon_a48e65d33c3bd153a8cf36f863a9baff);\n",
              "        \n",
              "    \n",
              "        var popup_d92f6ac0967677e544ebe4f04f4aabbf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1f07ab54b8c6d3c1fb5a6cf1556ed00 = $(`&lt;div id=&quot;html_d1f07ab54b8c6d3c1fb5a6cf1556ed00&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_d92f6ac0967677e544ebe4f04f4aabbf.setContent(html_d1f07ab54b8c6d3c1fb5a6cf1556ed00);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5e96482e2f13589277ef4a4a394c11c7.bindPopup(popup_d92f6ac0967677e544ebe4f04f4aabbf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_488cfcb795d3252aac17903d06376164 = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_06d828a3c98bfb6bcadf78b83ed99841 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_488cfcb795d3252aac17903d06376164.setIcon(icon_06d828a3c98bfb6bcadf78b83ed99841);\n",
              "        \n",
              "    \n",
              "        var popup_6412a555d387e698757a428b854cd0fd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7bbe657b117e870acae1c9ea20aa2721 = $(`&lt;div id=&quot;html_7bbe657b117e870acae1c9ea20aa2721&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_6412a555d387e698757a428b854cd0fd.setContent(html_7bbe657b117e870acae1c9ea20aa2721);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_488cfcb795d3252aac17903d06376164.bindPopup(popup_6412a555d387e698757a428b854cd0fd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6caecc3b4bf222c7e025f629b710e428 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a7cdbe76cff840c826d4e132e5cd931a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6caecc3b4bf222c7e025f629b710e428.setIcon(icon_a7cdbe76cff840c826d4e132e5cd931a);\n",
              "        \n",
              "    \n",
              "        var popup_ea34c9d3ad02e40dc2bad38c1f64ab32 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5dcb544ca45df3fe5381ea02a2f3b984 = $(`&lt;div id=&quot;html_5dcb544ca45df3fe5381ea02a2f3b984&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_ea34c9d3ad02e40dc2bad38c1f64ab32.setContent(html_5dcb544ca45df3fe5381ea02a2f3b984);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6caecc3b4bf222c7e025f629b710e428.bindPopup(popup_ea34c9d3ad02e40dc2bad38c1f64ab32)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1618deff637781bfc45be8d3fac2020b = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_76b4b7b630228a7f0fde5598586a28d3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1618deff637781bfc45be8d3fac2020b.setIcon(icon_76b4b7b630228a7f0fde5598586a28d3);\n",
              "        \n",
              "    \n",
              "        var popup_09b63d42035ab2987a5eae3de6178671 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e56861afa233d7272d827356d8030f2 = $(`&lt;div id=&quot;html_4e56861afa233d7272d827356d8030f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_09b63d42035ab2987a5eae3de6178671.setContent(html_4e56861afa233d7272d827356d8030f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1618deff637781bfc45be8d3fac2020b.bindPopup(popup_09b63d42035ab2987a5eae3de6178671)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c54cb95e3570abf97da89dbffc1a5391 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_aafae01716d6d394f20887629939634c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c54cb95e3570abf97da89dbffc1a5391.setIcon(icon_aafae01716d6d394f20887629939634c);\n",
              "        \n",
              "    \n",
              "        var popup_5bc80ce298a68e0e9eac6d3f7d70173a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_37a08c1a94728b41fc22e21eb5977bcc = $(`&lt;div id=&quot;html_37a08c1a94728b41fc22e21eb5977bcc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_5bc80ce298a68e0e9eac6d3f7d70173a.setContent(html_37a08c1a94728b41fc22e21eb5977bcc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c54cb95e3570abf97da89dbffc1a5391.bindPopup(popup_5bc80ce298a68e0e9eac6d3f7d70173a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b4b0932f4fdd395d344b3c347cde2821 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2a2d49f1d1de2487775266df00bf6d7f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b4b0932f4fdd395d344b3c347cde2821.setIcon(icon_2a2d49f1d1de2487775266df00bf6d7f);\n",
              "        \n",
              "    \n",
              "        var popup_c636f11b271244331336c507b226fe36 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed5fcf0a77f6fa3a2c0c32596f29042f = $(`&lt;div id=&quot;html_ed5fcf0a77f6fa3a2c0c32596f29042f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_c636f11b271244331336c507b226fe36.setContent(html_ed5fcf0a77f6fa3a2c0c32596f29042f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b4b0932f4fdd395d344b3c347cde2821.bindPopup(popup_c636f11b271244331336c507b226fe36)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_65611bf2b7c755fdbc3006e503b23fab = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7e7809ad76df1ddab113da7c18d1b3aa = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_65611bf2b7c755fdbc3006e503b23fab.setIcon(icon_7e7809ad76df1ddab113da7c18d1b3aa);\n",
              "        \n",
              "    \n",
              "        var popup_02e5f9f793d793766e242b999ef5df0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_61cb902df9116959c6040deade7b7b88 = $(`&lt;div id=&quot;html_61cb902df9116959c6040deade7b7b88&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_02e5f9f793d793766e242b999ef5df0b.setContent(html_61cb902df9116959c6040deade7b7b88);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_65611bf2b7c755fdbc3006e503b23fab.bindPopup(popup_02e5f9f793d793766e242b999ef5df0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5eb2bed3e5a68a9051df547a35c040d3 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4aff212d636cdf7dfa1d578c58e08a24 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5eb2bed3e5a68a9051df547a35c040d3.setIcon(icon_4aff212d636cdf7dfa1d578c58e08a24);\n",
              "        \n",
              "    \n",
              "        var popup_da910d558a8b21ace31d68c30f585a42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4c1f176b32a5fa50e2e575dab9f7672 = $(`&lt;div id=&quot;html_f4c1f176b32a5fa50e2e575dab9f7672&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_da910d558a8b21ace31d68c30f585a42.setContent(html_f4c1f176b32a5fa50e2e575dab9f7672);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5eb2bed3e5a68a9051df547a35c040d3.bindPopup(popup_da910d558a8b21ace31d68c30f585a42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0b28949b37bc8a6dd452dff89bdeb756 = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4f38dba95e8bbbf67080c8b7ae9c605b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0b28949b37bc8a6dd452dff89bdeb756.setIcon(icon_4f38dba95e8bbbf67080c8b7ae9c605b);\n",
              "        \n",
              "    \n",
              "        var popup_0e96f8a6f99e089b32a9c80b7a40e362 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2c7bcda001ec55fec25ec32217d0a5ff = $(`&lt;div id=&quot;html_2c7bcda001ec55fec25ec32217d0a5ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_0e96f8a6f99e089b32a9c80b7a40e362.setContent(html_2c7bcda001ec55fec25ec32217d0a5ff);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0b28949b37bc8a6dd452dff89bdeb756.bindPopup(popup_0e96f8a6f99e089b32a9c80b7a40e362)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d110bdc66a979c6bdf731dd48c71c407 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fda462f4fbff8d8a635a39ebaba4cdfe = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d110bdc66a979c6bdf731dd48c71c407.setIcon(icon_fda462f4fbff8d8a635a39ebaba4cdfe);\n",
              "        \n",
              "    \n",
              "        var popup_701c25300d56e5ad95b381f049dd0ac6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_049a8baac8c1474d81090011bb3dcc0c = $(`&lt;div id=&quot;html_049a8baac8c1474d81090011bb3dcc0c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_701c25300d56e5ad95b381f049dd0ac6.setContent(html_049a8baac8c1474d81090011bb3dcc0c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d110bdc66a979c6bdf731dd48c71c407.bindPopup(popup_701c25300d56e5ad95b381f049dd0ac6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b8c4b540dd22ac6ee0f63c1541726c49 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f087adf50f6fa4045968af1c89538f62 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b8c4b540dd22ac6ee0f63c1541726c49.setIcon(icon_f087adf50f6fa4045968af1c89538f62);\n",
              "        \n",
              "    \n",
              "        var popup_63ddf07826ed474b8c7cdd53502d33e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51f77eb59153f337e57746d55ff6fd42 = $(`&lt;div id=&quot;html_51f77eb59153f337e57746d55ff6fd42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_63ddf07826ed474b8c7cdd53502d33e0.setContent(html_51f77eb59153f337e57746d55ff6fd42);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b8c4b540dd22ac6ee0f63c1541726c49.bindPopup(popup_63ddf07826ed474b8c7cdd53502d33e0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b32cdb4cfd2327088c7ff7eb9403c862 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_214dca96c757b950520cd30268cf32f0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b32cdb4cfd2327088c7ff7eb9403c862.setIcon(icon_214dca96c757b950520cd30268cf32f0);\n",
              "        \n",
              "    \n",
              "        var popup_db570d6b9f677fcca8567cf0ce2626c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_602b3d42425e28d74cac8be3a39d42b2 = $(`&lt;div id=&quot;html_602b3d42425e28d74cac8be3a39d42b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_db570d6b9f677fcca8567cf0ce2626c7.setContent(html_602b3d42425e28d74cac8be3a39d42b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b32cdb4cfd2327088c7ff7eb9403c862.bindPopup(popup_db570d6b9f677fcca8567cf0ce2626c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_927e10054c899097350f5eba7606b715 = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_146755ab138236de8a2ef97c969461d8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_927e10054c899097350f5eba7606b715.setIcon(icon_146755ab138236de8a2ef97c969461d8);\n",
              "        \n",
              "    \n",
              "        var popup_ce0887b651a1bb99c0f5bbb206a14840 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0aae92541d34ebd388930f155050e49e = $(`&lt;div id=&quot;html_0aae92541d34ebd388930f155050e49e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_ce0887b651a1bb99c0f5bbb206a14840.setContent(html_0aae92541d34ebd388930f155050e49e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_927e10054c899097350f5eba7606b715.bindPopup(popup_ce0887b651a1bb99c0f5bbb206a14840)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c838c566a016b3c03470830b983bb725 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5685eb0efa65ffc185c15acebf1aff47 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c838c566a016b3c03470830b983bb725.setIcon(icon_5685eb0efa65ffc185c15acebf1aff47);\n",
              "        \n",
              "    \n",
              "        var popup_6299bebbf2c5527e4addaf2daa10869f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_235e6c8278f3e3b9ef1bafb6b1b16e6e = $(`&lt;div id=&quot;html_235e6c8278f3e3b9ef1bafb6b1b16e6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_6299bebbf2c5527e4addaf2daa10869f.setContent(html_235e6c8278f3e3b9ef1bafb6b1b16e6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c838c566a016b3c03470830b983bb725.bindPopup(popup_6299bebbf2c5527e4addaf2daa10869f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_87cad51db3445c233a4294e950a0dfe6 = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6ccc45fe8729db578449d77d9936b587 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_87cad51db3445c233a4294e950a0dfe6.setIcon(icon_6ccc45fe8729db578449d77d9936b587);\n",
              "        \n",
              "    \n",
              "        var popup_f9290485c9ec977dc13a82846d305c87 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c052f3acc637bba24ca014f1581b58a5 = $(`&lt;div id=&quot;html_c052f3acc637bba24ca014f1581b58a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_f9290485c9ec977dc13a82846d305c87.setContent(html_c052f3acc637bba24ca014f1581b58a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_87cad51db3445c233a4294e950a0dfe6.bindPopup(popup_f9290485c9ec977dc13a82846d305c87)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2e69857a0f5d18db30d1fac6da78fe38 = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_db532fd3a96399e2ef3dac2744b05afd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2e69857a0f5d18db30d1fac6da78fe38.setIcon(icon_db532fd3a96399e2ef3dac2744b05afd);\n",
              "        \n",
              "    \n",
              "        var popup_3264d91a0deb0dc5cb259cbfce4bbe50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a43afee6b5ad1989cae5a4b803c74add = $(`&lt;div id=&quot;html_a43afee6b5ad1989cae5a4b803c74add&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_3264d91a0deb0dc5cb259cbfce4bbe50.setContent(html_a43afee6b5ad1989cae5a4b803c74add);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2e69857a0f5d18db30d1fac6da78fe38.bindPopup(popup_3264d91a0deb0dc5cb259cbfce4bbe50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5cfea87f111eec3b57499c0372154762 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_31e77939d195b4f214edbd5f6c448436 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5cfea87f111eec3b57499c0372154762.setIcon(icon_31e77939d195b4f214edbd5f6c448436);\n",
              "        \n",
              "    \n",
              "        var popup_53aa9de76cda4556bf40b67bdae73b04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2a7aaf6406b5363b96e4de0897665043 = $(`&lt;div id=&quot;html_2a7aaf6406b5363b96e4de0897665043&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_53aa9de76cda4556bf40b67bdae73b04.setContent(html_2a7aaf6406b5363b96e4de0897665043);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5cfea87f111eec3b57499c0372154762.bindPopup(popup_53aa9de76cda4556bf40b67bdae73b04)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_76a0ef6ceb087951a46bbbb879a945dc = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5ba34909fd52915089a63a0107b2020b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_76a0ef6ceb087951a46bbbb879a945dc.setIcon(icon_5ba34909fd52915089a63a0107b2020b);\n",
              "        \n",
              "    \n",
              "        var popup_d26d8caa31c407a8ab4a43acf326b156 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8a06fa0fdefe6f6bda77d4b7bc348a5d = $(`&lt;div id=&quot;html_8a06fa0fdefe6f6bda77d4b7bc348a5d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_d26d8caa31c407a8ab4a43acf326b156.setContent(html_8a06fa0fdefe6f6bda77d4b7bc348a5d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_76a0ef6ceb087951a46bbbb879a945dc.bindPopup(popup_d26d8caa31c407a8ab4a43acf326b156)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_226a6d30372e79d20f74a02d213e90a6 = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_764fd420993410cb0fa84ae60b93cc47 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_226a6d30372e79d20f74a02d213e90a6.setIcon(icon_764fd420993410cb0fa84ae60b93cc47);\n",
              "        \n",
              "    \n",
              "        var popup_9675e73bf4d3f5fd58ac495bc8922317 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e078fdca092bbc5fc025451c53f0895 = $(`&lt;div id=&quot;html_4e078fdca092bbc5fc025451c53f0895&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_9675e73bf4d3f5fd58ac495bc8922317.setContent(html_4e078fdca092bbc5fc025451c53f0895);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_226a6d30372e79d20f74a02d213e90a6.bindPopup(popup_9675e73bf4d3f5fd58ac495bc8922317)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d897fbfe20a884e63ea63c8c521a03a6 = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2cf77569b961dc9e8f83de3a16680b99 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d897fbfe20a884e63ea63c8c521a03a6.setIcon(icon_2cf77569b961dc9e8f83de3a16680b99);\n",
              "        \n",
              "    \n",
              "        var popup_12e8406a933589ebcd641f5b5a22a7b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6aa5d7d75646eddacc9e673f7b35b7d5 = $(`&lt;div id=&quot;html_6aa5d7d75646eddacc9e673f7b35b7d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_12e8406a933589ebcd641f5b5a22a7b4.setContent(html_6aa5d7d75646eddacc9e673f7b35b7d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d897fbfe20a884e63ea63c8c521a03a6.bindPopup(popup_12e8406a933589ebcd641f5b5a22a7b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4b60074606c617ee0b714b453d64f5b3 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e8fe35db528586dbc0daccd43dc4c549 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4b60074606c617ee0b714b453d64f5b3.setIcon(icon_e8fe35db528586dbc0daccd43dc4c549);\n",
              "        \n",
              "    \n",
              "        var popup_7cd3720449d39c3d705983a039b0c60f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f27b47922c57ffc132a4654ed8afb75 = $(`&lt;div id=&quot;html_9f27b47922c57ffc132a4654ed8afb75&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_7cd3720449d39c3d705983a039b0c60f.setContent(html_9f27b47922c57ffc132a4654ed8afb75);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4b60074606c617ee0b714b453d64f5b3.bindPopup(popup_7cd3720449d39c3d705983a039b0c60f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2d55fb4a49b4b84500c55a4fad40f2ce = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_85ccaa36e1667eb4766e18433b7e9fb2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2d55fb4a49b4b84500c55a4fad40f2ce.setIcon(icon_85ccaa36e1667eb4766e18433b7e9fb2);\n",
              "        \n",
              "    \n",
              "        var popup_0cce2d69157a0a4ea80d0a961b2f12de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef7665c79eebc3bd0382fe444a0926cf = $(`&lt;div id=&quot;html_ef7665c79eebc3bd0382fe444a0926cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_0cce2d69157a0a4ea80d0a961b2f12de.setContent(html_ef7665c79eebc3bd0382fe444a0926cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2d55fb4a49b4b84500c55a4fad40f2ce.bindPopup(popup_0cce2d69157a0a4ea80d0a961b2f12de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_815dba445d82d5e6cd1f46de62007f88 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_18eaa084ec914edcf379c1314a505a7a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_815dba445d82d5e6cd1f46de62007f88.setIcon(icon_18eaa084ec914edcf379c1314a505a7a);\n",
              "        \n",
              "    \n",
              "        var popup_38cca737c76a988982dfec15d44d94ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ead9e31510dcdb7b860604a7e4fb35c1 = $(`&lt;div id=&quot;html_ead9e31510dcdb7b860604a7e4fb35c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_38cca737c76a988982dfec15d44d94ad.setContent(html_ead9e31510dcdb7b860604a7e4fb35c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_815dba445d82d5e6cd1f46de62007f88.bindPopup(popup_38cca737c76a988982dfec15d44d94ad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a381285bbf5e7253d87f96c99013bedd = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f140a2bb3f80d2b2477bbcbc9fc0df4d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a381285bbf5e7253d87f96c99013bedd.setIcon(icon_f140a2bb3f80d2b2477bbcbc9fc0df4d);\n",
              "        \n",
              "    \n",
              "        var popup_87577d08901db08910dedfcb70d9a146 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25a265753cf8a5ad9c69747c527b57a4 = $(`&lt;div id=&quot;html_25a265753cf8a5ad9c69747c527b57a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_87577d08901db08910dedfcb70d9a146.setContent(html_25a265753cf8a5ad9c69747c527b57a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a381285bbf5e7253d87f96c99013bedd.bindPopup(popup_87577d08901db08910dedfcb70d9a146)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_382f0a15dceec4bfc502c06ec0e719f3 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_942916f6a7a96d341a2b5348541fc6c4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_382f0a15dceec4bfc502c06ec0e719f3.setIcon(icon_942916f6a7a96d341a2b5348541fc6c4);\n",
              "        \n",
              "    \n",
              "        var popup_7ac8ada1d72c4dc236706cd0181b8fdd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3b1f086a8aec7016c92624f58929730f = $(`&lt;div id=&quot;html_3b1f086a8aec7016c92624f58929730f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_7ac8ada1d72c4dc236706cd0181b8fdd.setContent(html_3b1f086a8aec7016c92624f58929730f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_382f0a15dceec4bfc502c06ec0e719f3.bindPopup(popup_7ac8ada1d72c4dc236706cd0181b8fdd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3ede6abdf6b30b39567fe0386c4f406d = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c0e70b50c2b9b5aa6784dec304bfd95b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3ede6abdf6b30b39567fe0386c4f406d.setIcon(icon_c0e70b50c2b9b5aa6784dec304bfd95b);\n",
              "        \n",
              "    \n",
              "        var popup_cb386cfdcd77ca6269f232190f318810 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0fc026c77786006f793b078ea5bd3ec8 = $(`&lt;div id=&quot;html_0fc026c77786006f793b078ea5bd3ec8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_cb386cfdcd77ca6269f232190f318810.setContent(html_0fc026c77786006f793b078ea5bd3ec8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3ede6abdf6b30b39567fe0386c4f406d.bindPopup(popup_cb386cfdcd77ca6269f232190f318810)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e7d152baf7eb95b2d9b825aa57b912db = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_da9e53c6e9322451705bb4929b578c90 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e7d152baf7eb95b2d9b825aa57b912db.setIcon(icon_da9e53c6e9322451705bb4929b578c90);\n",
              "        \n",
              "    \n",
              "        var popup_2a7d125e611a137a541adbf13730755c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_11d6d6261cbe52c44115392f968df521 = $(`&lt;div id=&quot;html_11d6d6261cbe52c44115392f968df521&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_2a7d125e611a137a541adbf13730755c.setContent(html_11d6d6261cbe52c44115392f968df521);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e7d152baf7eb95b2d9b825aa57b912db.bindPopup(popup_2a7d125e611a137a541adbf13730755c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3bfb07e6340062c138982bf685c37009 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dec5756b9daeb2e57ece0b6de35f325f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3bfb07e6340062c138982bf685c37009.setIcon(icon_dec5756b9daeb2e57ece0b6de35f325f);\n",
              "        \n",
              "    \n",
              "        var popup_f4070fa6397b8878ded49848617c2dd9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_326ceb2174f17cd19f3f02b59774b258 = $(`&lt;div id=&quot;html_326ceb2174f17cd19f3f02b59774b258&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_f4070fa6397b8878ded49848617c2dd9.setContent(html_326ceb2174f17cd19f3f02b59774b258);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3bfb07e6340062c138982bf685c37009.bindPopup(popup_f4070fa6397b8878ded49848617c2dd9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f262ce262052dbeef0ab711328ae5dab = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_3e41f042310d3d071815f264ac550e72 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f262ce262052dbeef0ab711328ae5dab.setIcon(icon_3e41f042310d3d071815f264ac550e72);\n",
              "        \n",
              "    \n",
              "        var popup_0d30172993b0121ff21163b9e02e9015 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8506885cf5b585d485fa4a75da064dfa = $(`&lt;div id=&quot;html_8506885cf5b585d485fa4a75da064dfa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_0d30172993b0121ff21163b9e02e9015.setContent(html_8506885cf5b585d485fa4a75da064dfa);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f262ce262052dbeef0ab711328ae5dab.bindPopup(popup_0d30172993b0121ff21163b9e02e9015)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0432956c29f2d7ed326e7d59b30e4f47 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_40a82d73d9c186f570e4f761b868240f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0432956c29f2d7ed326e7d59b30e4f47.setIcon(icon_40a82d73d9c186f570e4f761b868240f);\n",
              "        \n",
              "    \n",
              "        var popup_39ff30a53953592642f0abe997de70f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_31cac369901a23037b6698f7f66a8148 = $(`&lt;div id=&quot;html_31cac369901a23037b6698f7f66a8148&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_39ff30a53953592642f0abe997de70f4.setContent(html_31cac369901a23037b6698f7f66a8148);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0432956c29f2d7ed326e7d59b30e4f47.bindPopup(popup_39ff30a53953592642f0abe997de70f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7f149dde36ec6b3dafe0001cdbdbf309 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f0e013aba6595db72215fa669d4376a1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7f149dde36ec6b3dafe0001cdbdbf309.setIcon(icon_f0e013aba6595db72215fa669d4376a1);\n",
              "        \n",
              "    \n",
              "        var popup_47a58538728edf9dbe1872d715b405e2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a08e5e203e87fa4a205ba4e3746248c = $(`&lt;div id=&quot;html_9a08e5e203e87fa4a205ba4e3746248c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_47a58538728edf9dbe1872d715b405e2.setContent(html_9a08e5e203e87fa4a205ba4e3746248c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7f149dde36ec6b3dafe0001cdbdbf309.bindPopup(popup_47a58538728edf9dbe1872d715b405e2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b3bc720f9d7ed3404e191c7d4d644509 = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a8bc1122bbacac632c2c9dc8c46246de = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b3bc720f9d7ed3404e191c7d4d644509.setIcon(icon_a8bc1122bbacac632c2c9dc8c46246de);\n",
              "        \n",
              "    \n",
              "        var popup_1361488fa35fd4a843e3bfe5b336d5f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0d50bedd2b64698bfbc16b0467d82acf = $(`&lt;div id=&quot;html_0d50bedd2b64698bfbc16b0467d82acf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_1361488fa35fd4a843e3bfe5b336d5f4.setContent(html_0d50bedd2b64698bfbc16b0467d82acf);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b3bc720f9d7ed3404e191c7d4d644509.bindPopup(popup_1361488fa35fd4a843e3bfe5b336d5f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_721e54507ea5f18da65dd29e52cc6e6e = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4c496ef8e2e0a12cf491fe68f3378629 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_721e54507ea5f18da65dd29e52cc6e6e.setIcon(icon_4c496ef8e2e0a12cf491fe68f3378629);\n",
              "        \n",
              "    \n",
              "        var popup_ddf337bf248a89ff5ca03c9195007f48 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa57d434a73b2124010ac4d35272f336 = $(`&lt;div id=&quot;html_fa57d434a73b2124010ac4d35272f336&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_ddf337bf248a89ff5ca03c9195007f48.setContent(html_fa57d434a73b2124010ac4d35272f336);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_721e54507ea5f18da65dd29e52cc6e6e.bindPopup(popup_ddf337bf248a89ff5ca03c9195007f48)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_288cefeb61dd2829f52c24fb79154e11 = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ac850b1a1734c999dc9fb4e8b2a70592 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_288cefeb61dd2829f52c24fb79154e11.setIcon(icon_ac850b1a1734c999dc9fb4e8b2a70592);\n",
              "        \n",
              "    \n",
              "        var popup_cdc81faf795de572b2bae8f34ef2a723 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_75a0bcfcbd82bd0dbd612e34997287af = $(`&lt;div id=&quot;html_75a0bcfcbd82bd0dbd612e34997287af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_cdc81faf795de572b2bae8f34ef2a723.setContent(html_75a0bcfcbd82bd0dbd612e34997287af);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_288cefeb61dd2829f52c24fb79154e11.bindPopup(popup_cdc81faf795de572b2bae8f34ef2a723)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_57df9afe67745a30590fc4d910656120 = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5c59893a60a198540e07cb7c4eb7ce83 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_57df9afe67745a30590fc4d910656120.setIcon(icon_5c59893a60a198540e07cb7c4eb7ce83);\n",
              "        \n",
              "    \n",
              "        var popup_9f93f9e7690b717e0b44ec6585a233ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_62fca73a2a8e2be7624a34ba9cea529e = $(`&lt;div id=&quot;html_62fca73a2a8e2be7624a34ba9cea529e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_9f93f9e7690b717e0b44ec6585a233ed.setContent(html_62fca73a2a8e2be7624a34ba9cea529e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_57df9afe67745a30590fc4d910656120.bindPopup(popup_9f93f9e7690b717e0b44ec6585a233ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_da27a8de62447f8d9cc0b95f233caeff = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_96cfae763784c3396e3d9a8e181034ab = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_da27a8de62447f8d9cc0b95f233caeff.setIcon(icon_96cfae763784c3396e3d9a8e181034ab);\n",
              "        \n",
              "    \n",
              "        var popup_61ae665ada1b9acd4ceb954676ee495a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed270bf6385a85ac4af54238f358cb9e = $(`&lt;div id=&quot;html_ed270bf6385a85ac4af54238f358cb9e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_61ae665ada1b9acd4ceb954676ee495a.setContent(html_ed270bf6385a85ac4af54238f358cb9e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_da27a8de62447f8d9cc0b95f233caeff.bindPopup(popup_61ae665ada1b9acd4ceb954676ee495a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f1d6d100a567aac342823ddb3f805a1a = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_834c26a38529b85700bbdcf07ddb4961 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f1d6d100a567aac342823ddb3f805a1a.setIcon(icon_834c26a38529b85700bbdcf07ddb4961);\n",
              "        \n",
              "    \n",
              "        var popup_9dae3d853cb2f8dbf863e0a72baca3f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cb9c662f6080cefdfdfe24cdefc61f5f = $(`&lt;div id=&quot;html_cb9c662f6080cefdfdfe24cdefc61f5f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_9dae3d853cb2f8dbf863e0a72baca3f6.setContent(html_cb9c662f6080cefdfdfe24cdefc61f5f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f1d6d100a567aac342823ddb3f805a1a.bindPopup(popup_9dae3d853cb2f8dbf863e0a72baca3f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bb195405d568d5a188907c542ddddf70 = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_23bb7f706d2d7ce74da76e933c994cc0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_bb195405d568d5a188907c542ddddf70.setIcon(icon_23bb7f706d2d7ce74da76e933c994cc0);\n",
              "        \n",
              "    \n",
              "        var popup_e7215ddd4a8be1cfdbf5ff982c03b2f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24b8f6130162200e3cd685daf2cd8cc3 = $(`&lt;div id=&quot;html_24b8f6130162200e3cd685daf2cd8cc3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_e7215ddd4a8be1cfdbf5ff982c03b2f4.setContent(html_24b8f6130162200e3cd685daf2cd8cc3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_bb195405d568d5a188907c542ddddf70.bindPopup(popup_e7215ddd4a8be1cfdbf5ff982c03b2f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3fd6bc631a72a89f02da62fe14d8eb20 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ee52aac1aa20ea07f9797b8bee30173b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3fd6bc631a72a89f02da62fe14d8eb20.setIcon(icon_ee52aac1aa20ea07f9797b8bee30173b);\n",
              "        \n",
              "    \n",
              "        var popup_60810f3eb98eeab762623f07ae08af42 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ea6622cc9edc74e5db3c1ceb7b1f0a9 = $(`&lt;div id=&quot;html_0ea6622cc9edc74e5db3c1ceb7b1f0a9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_60810f3eb98eeab762623f07ae08af42.setContent(html_0ea6622cc9edc74e5db3c1ceb7b1f0a9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3fd6bc631a72a89f02da62fe14d8eb20.bindPopup(popup_60810f3eb98eeab762623f07ae08af42)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_02a79118ab7ad5145bdbedeeda619aa8 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6e5bbc100952a4203d5e84393f11475e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_02a79118ab7ad5145bdbedeeda619aa8.setIcon(icon_6e5bbc100952a4203d5e84393f11475e);\n",
              "        \n",
              "    \n",
              "        var popup_1518328db0ef69ee67633411b9b218b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60e311e5ad0b185d696f5912a3f77ef8 = $(`&lt;div id=&quot;html_60e311e5ad0b185d696f5912a3f77ef8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_1518328db0ef69ee67633411b9b218b7.setContent(html_60e311e5ad0b185d696f5912a3f77ef8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_02a79118ab7ad5145bdbedeeda619aa8.bindPopup(popup_1518328db0ef69ee67633411b9b218b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c56b704113b7c8449de89c2b12bb90a6 = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fc8baeea12a9955caf8795b507f2e345 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c56b704113b7c8449de89c2b12bb90a6.setIcon(icon_fc8baeea12a9955caf8795b507f2e345);\n",
              "        \n",
              "    \n",
              "        var popup_8637aa79f7e93442f3b62a7639f431d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60fa71a6813b134d10d8021843200242 = $(`&lt;div id=&quot;html_60fa71a6813b134d10d8021843200242&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_8637aa79f7e93442f3b62a7639f431d5.setContent(html_60fa71a6813b134d10d8021843200242);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c56b704113b7c8449de89c2b12bb90a6.bindPopup(popup_8637aa79f7e93442f3b62a7639f431d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_addb05a15a3575f646c33dc19e2809b4 = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_836dbeeba41ecce3de65c79e581ce606 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_addb05a15a3575f646c33dc19e2809b4.setIcon(icon_836dbeeba41ecce3de65c79e581ce606);\n",
              "        \n",
              "    \n",
              "        var popup_c808baab435d1b4a1d3db4c402b24585 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a043ca333f377775b81628284e653e37 = $(`&lt;div id=&quot;html_a043ca333f377775b81628284e653e37&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_c808baab435d1b4a1d3db4c402b24585.setContent(html_a043ca333f377775b81628284e653e37);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_addb05a15a3575f646c33dc19e2809b4.bindPopup(popup_c808baab435d1b4a1d3db4c402b24585)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0431b63464fb76ef35775e720a2da7d4 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e59ed0fc0f2d1278395feb821d185c8e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0431b63464fb76ef35775e720a2da7d4.setIcon(icon_e59ed0fc0f2d1278395feb821d185c8e);\n",
              "        \n",
              "    \n",
              "        var popup_9c6a5b74c74e4eb70810778dce1031b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8f264cf83d610b13e8546205f632b077 = $(`&lt;div id=&quot;html_8f264cf83d610b13e8546205f632b077&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_9c6a5b74c74e4eb70810778dce1031b3.setContent(html_8f264cf83d610b13e8546205f632b077);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0431b63464fb76ef35775e720a2da7d4.bindPopup(popup_9c6a5b74c74e4eb70810778dce1031b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_13c543304dcf6ddcafb6da23d3f6af64 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_acc7fbd8dd18716ece2f09e48bb0eae4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_13c543304dcf6ddcafb6da23d3f6af64.setIcon(icon_acc7fbd8dd18716ece2f09e48bb0eae4);\n",
              "        \n",
              "    \n",
              "        var popup_be308182a3ab737ede284ed5dc063cec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_07fbfbae23be6c882f0c5abd20760691 = $(`&lt;div id=&quot;html_07fbfbae23be6c882f0c5abd20760691&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_be308182a3ab737ede284ed5dc063cec.setContent(html_07fbfbae23be6c882f0c5abd20760691);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_13c543304dcf6ddcafb6da23d3f6af64.bindPopup(popup_be308182a3ab737ede284ed5dc063cec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c57cf15f7c0ae8de823cc5dd7eb8cd6d = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_83d66dc8ba854fa3899c122d12c49f78 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c57cf15f7c0ae8de823cc5dd7eb8cd6d.setIcon(icon_83d66dc8ba854fa3899c122d12c49f78);\n",
              "        \n",
              "    \n",
              "        var popup_4b87c21ae041d815abf2639d82afb667 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cda629ee19fb94a830b83821a4ff2f10 = $(`&lt;div id=&quot;html_cda629ee19fb94a830b83821a4ff2f10&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_4b87c21ae041d815abf2639d82afb667.setContent(html_cda629ee19fb94a830b83821a4ff2f10);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c57cf15f7c0ae8de823cc5dd7eb8cd6d.bindPopup(popup_4b87c21ae041d815abf2639d82afb667)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_621e49fe0db97396b0c41514197df601 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_17706b44fca1ee79d0c50e03f4ead736 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_621e49fe0db97396b0c41514197df601.setIcon(icon_17706b44fca1ee79d0c50e03f4ead736);\n",
              "        \n",
              "    \n",
              "        var popup_6b6744e1f7b0c9176c44fff516cb0a8f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4db77d86bd1a785f7edb57abd4e89b27 = $(`&lt;div id=&quot;html_4db77d86bd1a785f7edb57abd4e89b27&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_6b6744e1f7b0c9176c44fff516cb0a8f.setContent(html_4db77d86bd1a785f7edb57abd4e89b27);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_621e49fe0db97396b0c41514197df601.bindPopup(popup_6b6744e1f7b0c9176c44fff516cb0a8f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f7a48d081ea35fffb9fd579390a27d86 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_00ba18bf8d65a214a3954c5f08fd9c41 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f7a48d081ea35fffb9fd579390a27d86.setIcon(icon_00ba18bf8d65a214a3954c5f08fd9c41);\n",
              "        \n",
              "    \n",
              "        var popup_c707c5699ce820f1ca51d37d950dd308 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e2a70792dbe67424448cc920c6bed67e = $(`&lt;div id=&quot;html_e2a70792dbe67424448cc920c6bed67e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_c707c5699ce820f1ca51d37d950dd308.setContent(html_e2a70792dbe67424448cc920c6bed67e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f7a48d081ea35fffb9fd579390a27d86.bindPopup(popup_c707c5699ce820f1ca51d37d950dd308)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_12070fb427cf298bdb95b12aee92c0f0 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5ef15c40105fd87b13d6ee5d6ea07e19 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_12070fb427cf298bdb95b12aee92c0f0.setIcon(icon_5ef15c40105fd87b13d6ee5d6ea07e19);\n",
              "        \n",
              "    \n",
              "        var popup_ee65144d539ae70bbba0f9dad209b3ce = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b15a460a9cd6c6f4808568a747bec618 = $(`&lt;div id=&quot;html_b15a460a9cd6c6f4808568a747bec618&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_ee65144d539ae70bbba0f9dad209b3ce.setContent(html_b15a460a9cd6c6f4808568a747bec618);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_12070fb427cf298bdb95b12aee92c0f0.bindPopup(popup_ee65144d539ae70bbba0f9dad209b3ce)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_affcd5def6b7e9a171983f12b157379c = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_307a0d0e856de147a067bed66618bb2d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_affcd5def6b7e9a171983f12b157379c.setIcon(icon_307a0d0e856de147a067bed66618bb2d);\n",
              "        \n",
              "    \n",
              "        var popup_87bfcc8f60f5b2a37bb13ed54ffea9fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35f208ec8fe61e2a13af8ba94acc875d = $(`&lt;div id=&quot;html_35f208ec8fe61e2a13af8ba94acc875d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_87bfcc8f60f5b2a37bb13ed54ffea9fa.setContent(html_35f208ec8fe61e2a13af8ba94acc875d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_affcd5def6b7e9a171983f12b157379c.bindPopup(popup_87bfcc8f60f5b2a37bb13ed54ffea9fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5d82d91832c976497247cc553d2169c3 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cdad7b95e31c91395cd97bce076b27e8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5d82d91832c976497247cc553d2169c3.setIcon(icon_cdad7b95e31c91395cd97bce076b27e8);\n",
              "        \n",
              "    \n",
              "        var popup_688512c8e7f723bc19c2c4b85d65342e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6bf7b59888346e8c594bf8e02ffe295 = $(`&lt;div id=&quot;html_a6bf7b59888346e8c594bf8e02ffe295&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_688512c8e7f723bc19c2c4b85d65342e.setContent(html_a6bf7b59888346e8c594bf8e02ffe295);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5d82d91832c976497247cc553d2169c3.bindPopup(popup_688512c8e7f723bc19c2c4b85d65342e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9fbd480b534577cdd870b780b01e7529 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7aaf9f7658c6b1b25132493a806b7ea6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9fbd480b534577cdd870b780b01e7529.setIcon(icon_7aaf9f7658c6b1b25132493a806b7ea6);\n",
              "        \n",
              "    \n",
              "        var popup_345483f97d0b8b37ad4b7b7447dc3c56 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7541508e8bb786fed0c00d1e43407b4c = $(`&lt;div id=&quot;html_7541508e8bb786fed0c00d1e43407b4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_345483f97d0b8b37ad4b7b7447dc3c56.setContent(html_7541508e8bb786fed0c00d1e43407b4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9fbd480b534577cdd870b780b01e7529.bindPopup(popup_345483f97d0b8b37ad4b7b7447dc3c56)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4513bbb4b9ade7ef5e0407ed6024d128 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2eea05c3fd3aa3c64f5b17641c183761 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4513bbb4b9ade7ef5e0407ed6024d128.setIcon(icon_2eea05c3fd3aa3c64f5b17641c183761);\n",
              "        \n",
              "    \n",
              "        var popup_4b3b540ea5e1be634022337f48ef8b2d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9616cc7304bdbf55c210d8a9fe5b1afe = $(`&lt;div id=&quot;html_9616cc7304bdbf55c210d8a9fe5b1afe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_4b3b540ea5e1be634022337f48ef8b2d.setContent(html_9616cc7304bdbf55c210d8a9fe5b1afe);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4513bbb4b9ade7ef5e0407ed6024d128.bindPopup(popup_4b3b540ea5e1be634022337f48ef8b2d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_92329bafc8bc19cf998f3e26a6c8a5dd = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e9af8b9f25bd058d5718f5cf397d8eff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_92329bafc8bc19cf998f3e26a6c8a5dd.setIcon(icon_e9af8b9f25bd058d5718f5cf397d8eff);\n",
              "        \n",
              "    \n",
              "        var popup_217b8b241e5e15a329de9e0ab5d06331 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5716adf5710f95c8a4d1fd214fa21597 = $(`&lt;div id=&quot;html_5716adf5710f95c8a4d1fd214fa21597&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_217b8b241e5e15a329de9e0ab5d06331.setContent(html_5716adf5710f95c8a4d1fd214fa21597);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_92329bafc8bc19cf998f3e26a6c8a5dd.bindPopup(popup_217b8b241e5e15a329de9e0ab5d06331)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_16ef09880859dd35f561b4aed955aaec = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e4700fa5abdf020ff1ea614b7a69df59 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_16ef09880859dd35f561b4aed955aaec.setIcon(icon_e4700fa5abdf020ff1ea614b7a69df59);\n",
              "        \n",
              "    \n",
              "        var popup_3233955897835e41457120471bdca52a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c4ea0027281382b3e900be43b82392d2 = $(`&lt;div id=&quot;html_c4ea0027281382b3e900be43b82392d2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_3233955897835e41457120471bdca52a.setContent(html_c4ea0027281382b3e900be43b82392d2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_16ef09880859dd35f561b4aed955aaec.bindPopup(popup_3233955897835e41457120471bdca52a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5b639dbdf7e52796fa5b387fac5bea1d = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d2694d7c6b878bd327b75e136cf652c9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5b639dbdf7e52796fa5b387fac5bea1d.setIcon(icon_d2694d7c6b878bd327b75e136cf652c9);\n",
              "        \n",
              "    \n",
              "        var popup_67d98a746204343398bce15a53f13ef1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2d4ccdd89cef3541f627bb8cd8d12008 = $(`&lt;div id=&quot;html_2d4ccdd89cef3541f627bb8cd8d12008&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_67d98a746204343398bce15a53f13ef1.setContent(html_2d4ccdd89cef3541f627bb8cd8d12008);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5b639dbdf7e52796fa5b387fac5bea1d.bindPopup(popup_67d98a746204343398bce15a53f13ef1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5bd70049f30e98cca9a4f75ea4c5e11c = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4512c9e67ca362b42e4a83bd2cc299fb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5bd70049f30e98cca9a4f75ea4c5e11c.setIcon(icon_4512c9e67ca362b42e4a83bd2cc299fb);\n",
              "        \n",
              "    \n",
              "        var popup_0125a3716b2f3221f28542021341ec70 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d4853bfda202c98d6b1a8f44637f307 = $(`&lt;div id=&quot;html_1d4853bfda202c98d6b1a8f44637f307&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_0125a3716b2f3221f28542021341ec70.setContent(html_1d4853bfda202c98d6b1a8f44637f307);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5bd70049f30e98cca9a4f75ea4c5e11c.bindPopup(popup_0125a3716b2f3221f28542021341ec70)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f58ba941853efdb4f7a91153bf4e7b43 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1a43c49c7b6cd1353d86917446bd7606 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f58ba941853efdb4f7a91153bf4e7b43.setIcon(icon_1a43c49c7b6cd1353d86917446bd7606);\n",
              "        \n",
              "    \n",
              "        var popup_555b9c2f167b486b1d39b65396474766 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b63b66bcea14921642ab8844875d9996 = $(`&lt;div id=&quot;html_b63b66bcea14921642ab8844875d9996&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_555b9c2f167b486b1d39b65396474766.setContent(html_b63b66bcea14921642ab8844875d9996);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f58ba941853efdb4f7a91153bf4e7b43.bindPopup(popup_555b9c2f167b486b1d39b65396474766)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a825fc40babc2b2b7118bf9c4398db1a = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fa4e52e7b7f19f63f14f1198e17f7b3c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a825fc40babc2b2b7118bf9c4398db1a.setIcon(icon_fa4e52e7b7f19f63f14f1198e17f7b3c);\n",
              "        \n",
              "    \n",
              "        var popup_89d1bf98ef370b4082da2ab27a649dc7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_85bc324930f749c4291b03e61445fc18 = $(`&lt;div id=&quot;html_85bc324930f749c4291b03e61445fc18&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_89d1bf98ef370b4082da2ab27a649dc7.setContent(html_85bc324930f749c4291b03e61445fc18);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a825fc40babc2b2b7118bf9c4398db1a.bindPopup(popup_89d1bf98ef370b4082da2ab27a649dc7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b2c7a91614462eee51f69a804eab6664 = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e812e371be4fb0924c1ccc5c7c7f779f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b2c7a91614462eee51f69a804eab6664.setIcon(icon_e812e371be4fb0924c1ccc5c7c7f779f);\n",
              "        \n",
              "    \n",
              "        var popup_2d2a3bad29c28aaa3cf33b88d806f39d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39a8e2853f2a4d7345e9faf57f4e49ae = $(`&lt;div id=&quot;html_39a8e2853f2a4d7345e9faf57f4e49ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_2d2a3bad29c28aaa3cf33b88d806f39d.setContent(html_39a8e2853f2a4d7345e9faf57f4e49ae);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b2c7a91614462eee51f69a804eab6664.bindPopup(popup_2d2a3bad29c28aaa3cf33b88d806f39d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f85fa985fd34dac9ed241679e93ba42f = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fc474b8d14f8f9625b6ec7cf779ba25c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f85fa985fd34dac9ed241679e93ba42f.setIcon(icon_fc474b8d14f8f9625b6ec7cf779ba25c);\n",
              "        \n",
              "    \n",
              "        var popup_f8c3e0742a04e2b2a56214b82e453605 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bdd3af9c3fe90d248b8eb20401a46c98 = $(`&lt;div id=&quot;html_bdd3af9c3fe90d248b8eb20401a46c98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_f8c3e0742a04e2b2a56214b82e453605.setContent(html_bdd3af9c3fe90d248b8eb20401a46c98);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f85fa985fd34dac9ed241679e93ba42f.bindPopup(popup_f8c3e0742a04e2b2a56214b82e453605)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c668125604cf32b6a8e035cd185487e9 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_51d221f08787f3bc187bc0cc48ffa7e7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c668125604cf32b6a8e035cd185487e9.setIcon(icon_51d221f08787f3bc187bc0cc48ffa7e7);\n",
              "        \n",
              "    \n",
              "        var popup_8d49c69315eb425f99e69ef806222b07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0337548194aa32e7e54974a22c9a02db = $(`&lt;div id=&quot;html_0337548194aa32e7e54974a22c9a02db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_8d49c69315eb425f99e69ef806222b07.setContent(html_0337548194aa32e7e54974a22c9a02db);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c668125604cf32b6a8e035cd185487e9.bindPopup(popup_8d49c69315eb425f99e69ef806222b07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cae635392d894bfbe0c95c0174da7625 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_40ec4bf20b96e48faafa387f26b2e7d1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cae635392d894bfbe0c95c0174da7625.setIcon(icon_40ec4bf20b96e48faafa387f26b2e7d1);\n",
              "        \n",
              "    \n",
              "        var popup_55c93452d112ffeac3fc020716f8f48e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_91c98337f3d72c5d951219cd47638473 = $(`&lt;div id=&quot;html_91c98337f3d72c5d951219cd47638473&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_55c93452d112ffeac3fc020716f8f48e.setContent(html_91c98337f3d72c5d951219cd47638473);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cae635392d894bfbe0c95c0174da7625.bindPopup(popup_55c93452d112ffeac3fc020716f8f48e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_05d9cc9defb12aa8140cbeb1cd5d1a87 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_facd358f5f6988651a5272148f52d5ba = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_05d9cc9defb12aa8140cbeb1cd5d1a87.setIcon(icon_facd358f5f6988651a5272148f52d5ba);\n",
              "        \n",
              "    \n",
              "        var popup_1055f60f949d4a0c5ab4ffce261df5ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4d644ea3b05150247e2d1a7b2116a03f = $(`&lt;div id=&quot;html_4d644ea3b05150247e2d1a7b2116a03f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_1055f60f949d4a0c5ab4ffce261df5ad.setContent(html_4d644ea3b05150247e2d1a7b2116a03f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_05d9cc9defb12aa8140cbeb1cd5d1a87.bindPopup(popup_1055f60f949d4a0c5ab4ffce261df5ad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_03705b3a36277f1d6a3275176cfce130 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_938599385f1b6164243f72f9c4288d7a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_03705b3a36277f1d6a3275176cfce130.setIcon(icon_938599385f1b6164243f72f9c4288d7a);\n",
              "        \n",
              "    \n",
              "        var popup_f27a3dae45f2a19725fb862e0a8f3704 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e83100604f0e06a37211b4f05431f21 = $(`&lt;div id=&quot;html_0e83100604f0e06a37211b4f05431f21&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_f27a3dae45f2a19725fb862e0a8f3704.setContent(html_0e83100604f0e06a37211b4f05431f21);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_03705b3a36277f1d6a3275176cfce130.bindPopup(popup_f27a3dae45f2a19725fb862e0a8f3704)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1f3dfa6de264167b4585d47b910f3cf3 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6455aa4eab61c8ff2fef234b5cfe6e1d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1f3dfa6de264167b4585d47b910f3cf3.setIcon(icon_6455aa4eab61c8ff2fef234b5cfe6e1d);\n",
              "        \n",
              "    \n",
              "        var popup_196c5e80e0ea88b39ec15f32029c1484 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b68f86a530f0122da7567750915f7d6e = $(`&lt;div id=&quot;html_b68f86a530f0122da7567750915f7d6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_196c5e80e0ea88b39ec15f32029c1484.setContent(html_b68f86a530f0122da7567750915f7d6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1f3dfa6de264167b4585d47b910f3cf3.bindPopup(popup_196c5e80e0ea88b39ec15f32029c1484)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5f3578dad5d56d00f2a559591bf82632 = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e46932c89b73100d10ef53c3c69b3848 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5f3578dad5d56d00f2a559591bf82632.setIcon(icon_e46932c89b73100d10ef53c3c69b3848);\n",
              "        \n",
              "    \n",
              "        var popup_d0c1ba336bf1d233119db856be049b6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_562f7506b74e588e92787d910a2d14c1 = $(`&lt;div id=&quot;html_562f7506b74e588e92787d910a2d14c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_d0c1ba336bf1d233119db856be049b6a.setContent(html_562f7506b74e588e92787d910a2d14c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5f3578dad5d56d00f2a559591bf82632.bindPopup(popup_d0c1ba336bf1d233119db856be049b6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3be425b35c88d4b3ae0f49fc29439c42 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a9ae5eef8923e9c78744b911fc84fff0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3be425b35c88d4b3ae0f49fc29439c42.setIcon(icon_a9ae5eef8923e9c78744b911fc84fff0);\n",
              "        \n",
              "    \n",
              "        var popup_c34b8eda0dab2a954aba7fa715cb6ff1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_11b102688f713b16723cef0f6664e649 = $(`&lt;div id=&quot;html_11b102688f713b16723cef0f6664e649&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_c34b8eda0dab2a954aba7fa715cb6ff1.setContent(html_11b102688f713b16723cef0f6664e649);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3be425b35c88d4b3ae0f49fc29439c42.bindPopup(popup_c34b8eda0dab2a954aba7fa715cb6ff1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ab7baa9948fa5e704c2fe5c2b92a2e53 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_262a22453468322b7892d4c77e747904 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ab7baa9948fa5e704c2fe5c2b92a2e53.setIcon(icon_262a22453468322b7892d4c77e747904);\n",
              "        \n",
              "    \n",
              "        var popup_dc3bfe4a599b18adb5e6c6eaadfb18d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e5c5823f8c6d5c4b9514a71c45a8aed = $(`&lt;div id=&quot;html_2e5c5823f8c6d5c4b9514a71c45a8aed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_dc3bfe4a599b18adb5e6c6eaadfb18d4.setContent(html_2e5c5823f8c6d5c4b9514a71c45a8aed);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ab7baa9948fa5e704c2fe5c2b92a2e53.bindPopup(popup_dc3bfe4a599b18adb5e6c6eaadfb18d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f65b19306586d461f7806f3246dbaea3 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fd1c9d8c49f7e27eba46edc4e7e630cb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f65b19306586d461f7806f3246dbaea3.setIcon(icon_fd1c9d8c49f7e27eba46edc4e7e630cb);\n",
              "        \n",
              "    \n",
              "        var popup_55f2288320e01efc26b388c18a6ee711 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f6c7114cfff7325e2178a686dcc94f6e = $(`&lt;div id=&quot;html_f6c7114cfff7325e2178a686dcc94f6e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_55f2288320e01efc26b388c18a6ee711.setContent(html_f6c7114cfff7325e2178a686dcc94f6e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f65b19306586d461f7806f3246dbaea3.bindPopup(popup_55f2288320e01efc26b388c18a6ee711)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c2bd68cffbbfc88ee986bb4f5ae5a9b7 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_de9514cd9642ec8a54faec059551b257 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c2bd68cffbbfc88ee986bb4f5ae5a9b7.setIcon(icon_de9514cd9642ec8a54faec059551b257);\n",
              "        \n",
              "    \n",
              "        var popup_48bce835aba1703fe1c1402ad22c67b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad01e39d8232069c78d637628b13bada = $(`&lt;div id=&quot;html_ad01e39d8232069c78d637628b13bada&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_48bce835aba1703fe1c1402ad22c67b3.setContent(html_ad01e39d8232069c78d637628b13bada);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c2bd68cffbbfc88ee986bb4f5ae5a9b7.bindPopup(popup_48bce835aba1703fe1c1402ad22c67b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3bdad9aa7a360c2e19065a95de08f569 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_431d807a8fb20b43e0a9294a8ecac7c1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3bdad9aa7a360c2e19065a95de08f569.setIcon(icon_431d807a8fb20b43e0a9294a8ecac7c1);\n",
              "        \n",
              "    \n",
              "        var popup_926d880a5f2c60cfdd11cca9e3ead8bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e8724dba710440a775e077164e2a82f = $(`&lt;div id=&quot;html_6e8724dba710440a775e077164e2a82f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_926d880a5f2c60cfdd11cca9e3ead8bf.setContent(html_6e8724dba710440a775e077164e2a82f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3bdad9aa7a360c2e19065a95de08f569.bindPopup(popup_926d880a5f2c60cfdd11cca9e3ead8bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8da7eb5cece54e5f00d5f68f569a62ad = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_139d74ef679c4a5d05f4daca21fca939 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8da7eb5cece54e5f00d5f68f569a62ad.setIcon(icon_139d74ef679c4a5d05f4daca21fca939);\n",
              "        \n",
              "    \n",
              "        var popup_64a5efcaae6f3ce4b250b6d5d4a79d20 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49764fd3bb5012877bbb5a9b25684520 = $(`&lt;div id=&quot;html_49764fd3bb5012877bbb5a9b25684520&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_64a5efcaae6f3ce4b250b6d5d4a79d20.setContent(html_49764fd3bb5012877bbb5a9b25684520);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8da7eb5cece54e5f00d5f68f569a62ad.bindPopup(popup_64a5efcaae6f3ce4b250b6d5d4a79d20)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_06c9493c4244cb58722f1e949755106a = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1cce6ff3cede77f36b7add649c03b51f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_06c9493c4244cb58722f1e949755106a.setIcon(icon_1cce6ff3cede77f36b7add649c03b51f);\n",
              "        \n",
              "    \n",
              "        var popup_27eaf5b4afce3a19374e747d8d1d01aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_75eab0f7d72f68da157595037e460529 = $(`&lt;div id=&quot;html_75eab0f7d72f68da157595037e460529&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_27eaf5b4afce3a19374e747d8d1d01aa.setContent(html_75eab0f7d72f68da157595037e460529);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_06c9493c4244cb58722f1e949755106a.bindPopup(popup_27eaf5b4afce3a19374e747d8d1d01aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c44e6a028c6e980002a5951ba1a21efe = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bdc31ecdba135fbd7a848bb627b03b90 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c44e6a028c6e980002a5951ba1a21efe.setIcon(icon_bdc31ecdba135fbd7a848bb627b03b90);\n",
              "        \n",
              "    \n",
              "        var popup_2f86da8c0df64d625a500428d30c52fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_69262fbb8500f68092610aba85722073 = $(`&lt;div id=&quot;html_69262fbb8500f68092610aba85722073&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_2f86da8c0df64d625a500428d30c52fa.setContent(html_69262fbb8500f68092610aba85722073);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c44e6a028c6e980002a5951ba1a21efe.bindPopup(popup_2f86da8c0df64d625a500428d30c52fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_781cb1311a93da521e426d9ed6f1ab6c = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_35fb6db6e70c09b7db717d5e3639adf7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_781cb1311a93da521e426d9ed6f1ab6c.setIcon(icon_35fb6db6e70c09b7db717d5e3639adf7);\n",
              "        \n",
              "    \n",
              "        var popup_ebb81f71b10a82440ff2aab76209dd50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8cea020c5935ad81aeca69e3d5c15d61 = $(`&lt;div id=&quot;html_8cea020c5935ad81aeca69e3d5c15d61&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_ebb81f71b10a82440ff2aab76209dd50.setContent(html_8cea020c5935ad81aeca69e3d5c15d61);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_781cb1311a93da521e426d9ed6f1ab6c.bindPopup(popup_ebb81f71b10a82440ff2aab76209dd50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2851107274acf3931c230a64c9a76459 = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_34e2f74a4f27da203079bb85618f4803 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2851107274acf3931c230a64c9a76459.setIcon(icon_34e2f74a4f27da203079bb85618f4803);\n",
              "        \n",
              "    \n",
              "        var popup_7bef18adddda1763266e1c78cdc926c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b9c642304ccf42035e287fa359aec176 = $(`&lt;div id=&quot;html_b9c642304ccf42035e287fa359aec176&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_7bef18adddda1763266e1c78cdc926c5.setContent(html_b9c642304ccf42035e287fa359aec176);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2851107274acf3931c230a64c9a76459.bindPopup(popup_7bef18adddda1763266e1c78cdc926c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1184e08bc8b828ffe497dbda9d9531ea = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d9d8016d0a4532bfe66766b7d91f0fd5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1184e08bc8b828ffe497dbda9d9531ea.setIcon(icon_d9d8016d0a4532bfe66766b7d91f0fd5);\n",
              "        \n",
              "    \n",
              "        var popup_3027e5f34ec0b55c9b3635ce4190e627 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35aaef03d8baedd0fa63add3e6018757 = $(`&lt;div id=&quot;html_35aaef03d8baedd0fa63add3e6018757&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_3027e5f34ec0b55c9b3635ce4190e627.setContent(html_35aaef03d8baedd0fa63add3e6018757);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1184e08bc8b828ffe497dbda9d9531ea.bindPopup(popup_3027e5f34ec0b55c9b3635ce4190e627)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3bff00c2fbd54ae436702853d751d0ba = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f7b95da9c07a9c1543f037b111a8d4c1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3bff00c2fbd54ae436702853d751d0ba.setIcon(icon_f7b95da9c07a9c1543f037b111a8d4c1);\n",
              "        \n",
              "    \n",
              "        var popup_0874be4f4597720d9ead5de1103b28a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac2af16485eb83149bf45d349e1ae02e = $(`&lt;div id=&quot;html_ac2af16485eb83149bf45d349e1ae02e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_0874be4f4597720d9ead5de1103b28a2.setContent(html_ac2af16485eb83149bf45d349e1ae02e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3bff00c2fbd54ae436702853d751d0ba.bindPopup(popup_0874be4f4597720d9ead5de1103b28a2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6491a4af1e6b08706f460d070453d3f4 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_62ed361f6ea65166fb9e983adb8e3580 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6491a4af1e6b08706f460d070453d3f4.setIcon(icon_62ed361f6ea65166fb9e983adb8e3580);\n",
              "        \n",
              "    \n",
              "        var popup_d150a58cd68429d5a8ea910bcf3872b1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d7d45c56afed942a92e2717fcd7e7649 = $(`&lt;div id=&quot;html_d7d45c56afed942a92e2717fcd7e7649&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_d150a58cd68429d5a8ea910bcf3872b1.setContent(html_d7d45c56afed942a92e2717fcd7e7649);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6491a4af1e6b08706f460d070453d3f4.bindPopup(popup_d150a58cd68429d5a8ea910bcf3872b1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_91c399a2a582bcae30711c038ce0d537 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c14a6124b19c864e2e2168e349a9b8ae = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_91c399a2a582bcae30711c038ce0d537.setIcon(icon_c14a6124b19c864e2e2168e349a9b8ae);\n",
              "        \n",
              "    \n",
              "        var popup_7ce87b7b49957dc0f2d6145134419f40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_355c9beaed84e9881db3969379a950a1 = $(`&lt;div id=&quot;html_355c9beaed84e9881db3969379a950a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_7ce87b7b49957dc0f2d6145134419f40.setContent(html_355c9beaed84e9881db3969379a950a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_91c399a2a582bcae30711c038ce0d537.bindPopup(popup_7ce87b7b49957dc0f2d6145134419f40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_091f7535dd2771d9a6e423760023af21 = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dc2b1a79061a2e9a64c3c1eafd0f8a6a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_091f7535dd2771d9a6e423760023af21.setIcon(icon_dc2b1a79061a2e9a64c3c1eafd0f8a6a);\n",
              "        \n",
              "    \n",
              "        var popup_9c6c154fc762731b53c5cdd83baf6afd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_565cdc63ebe7a043a9568b92e82c4f56 = $(`&lt;div id=&quot;html_565cdc63ebe7a043a9568b92e82c4f56&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_9c6c154fc762731b53c5cdd83baf6afd.setContent(html_565cdc63ebe7a043a9568b92e82c4f56);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_091f7535dd2771d9a6e423760023af21.bindPopup(popup_9c6c154fc762731b53c5cdd83baf6afd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_675790742a599a4977cd5a8a0a10657a = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_80b2ad1e5191db8ddb09e3948ddd8f53 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_675790742a599a4977cd5a8a0a10657a.setIcon(icon_80b2ad1e5191db8ddb09e3948ddd8f53);\n",
              "        \n",
              "    \n",
              "        var popup_cedf21f15ae93295e9d30c9423bd1095 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0cc76a229da08727ee2a4e495d6f9af5 = $(`&lt;div id=&quot;html_0cc76a229da08727ee2a4e495d6f9af5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_cedf21f15ae93295e9d30c9423bd1095.setContent(html_0cc76a229da08727ee2a4e495d6f9af5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_675790742a599a4977cd5a8a0a10657a.bindPopup(popup_cedf21f15ae93295e9d30c9423bd1095)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b64bd17c7e25f4d6acc74737132c46ca = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_78918231ddf39b6075e57eeefc0f4772 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b64bd17c7e25f4d6acc74737132c46ca.setIcon(icon_78918231ddf39b6075e57eeefc0f4772);\n",
              "        \n",
              "    \n",
              "        var popup_32cfebff413ddd12ad75a1e39d8e8c75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fff51789bc7e922c46fee0e5c40e877c = $(`&lt;div id=&quot;html_fff51789bc7e922c46fee0e5c40e877c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_32cfebff413ddd12ad75a1e39d8e8c75.setContent(html_fff51789bc7e922c46fee0e5c40e877c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b64bd17c7e25f4d6acc74737132c46ca.bindPopup(popup_32cfebff413ddd12ad75a1e39d8e8c75)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ea7742a9b79b34f5d9ebaec3247c4e56 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_41cf03682dd9bf4efe0a9207477d140b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ea7742a9b79b34f5d9ebaec3247c4e56.setIcon(icon_41cf03682dd9bf4efe0a9207477d140b);\n",
              "        \n",
              "    \n",
              "        var popup_ab496148a20ae0a6091c88d717807ddd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_45340e8fcde74205e35c6d07afde4fdb = $(`&lt;div id=&quot;html_45340e8fcde74205e35c6d07afde4fdb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_ab496148a20ae0a6091c88d717807ddd.setContent(html_45340e8fcde74205e35c6d07afde4fdb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ea7742a9b79b34f5d9ebaec3247c4e56.bindPopup(popup_ab496148a20ae0a6091c88d717807ddd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a2df5a49e195eee2fc60029e6a05a7c7 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_57f6222757fcab5e318bc1f560ae4055 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a2df5a49e195eee2fc60029e6a05a7c7.setIcon(icon_57f6222757fcab5e318bc1f560ae4055);\n",
              "        \n",
              "    \n",
              "        var popup_5abf002ac42dd2b8a1c02cdc2c9dadf4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9855e4dfd4fe1596218041d63643a920 = $(`&lt;div id=&quot;html_9855e4dfd4fe1596218041d63643a920&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_5abf002ac42dd2b8a1c02cdc2c9dadf4.setContent(html_9855e4dfd4fe1596218041d63643a920);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a2df5a49e195eee2fc60029e6a05a7c7.bindPopup(popup_5abf002ac42dd2b8a1c02cdc2c9dadf4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_055d949dfe0d66d3a5be26307db7e326 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2e312a586cb04ca62517deee579bceae = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_055d949dfe0d66d3a5be26307db7e326.setIcon(icon_2e312a586cb04ca62517deee579bceae);\n",
              "        \n",
              "    \n",
              "        var popup_a5625a2b93a04baf38b42ea6e65fccff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_820a1bb6b4ff7eb95e651f407150c0e5 = $(`&lt;div id=&quot;html_820a1bb6b4ff7eb95e651f407150c0e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_a5625a2b93a04baf38b42ea6e65fccff.setContent(html_820a1bb6b4ff7eb95e651f407150c0e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_055d949dfe0d66d3a5be26307db7e326.bindPopup(popup_a5625a2b93a04baf38b42ea6e65fccff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d1b5b5f16b3d869c81ca4bc905d48da8 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e092e9c8e289eafba5d6e6c13cb239f2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d1b5b5f16b3d869c81ca4bc905d48da8.setIcon(icon_e092e9c8e289eafba5d6e6c13cb239f2);\n",
              "        \n",
              "    \n",
              "        var popup_36bd0a91053ea5fdbe856d2c02f220ae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b27d4c6de81f5273e3649add1e750d3 = $(`&lt;div id=&quot;html_1b27d4c6de81f5273e3649add1e750d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_36bd0a91053ea5fdbe856d2c02f220ae.setContent(html_1b27d4c6de81f5273e3649add1e750d3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d1b5b5f16b3d869c81ca4bc905d48da8.bindPopup(popup_36bd0a91053ea5fdbe856d2c02f220ae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_34ff5f0a53ba1f52a8fbd61bbbf423b1 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7601c048bb39e68aa6e1168d09cd53cd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_34ff5f0a53ba1f52a8fbd61bbbf423b1.setIcon(icon_7601c048bb39e68aa6e1168d09cd53cd);\n",
              "        \n",
              "    \n",
              "        var popup_cc71065e1cb9c1e8b184670e72886baa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba33abf64e2cea466ea65942ae5f28dd = $(`&lt;div id=&quot;html_ba33abf64e2cea466ea65942ae5f28dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_cc71065e1cb9c1e8b184670e72886baa.setContent(html_ba33abf64e2cea466ea65942ae5f28dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_34ff5f0a53ba1f52a8fbd61bbbf423b1.bindPopup(popup_cc71065e1cb9c1e8b184670e72886baa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a8d7607a90c7bdae082e379ed8dc0a4c = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_82077c159bdd1e864befd15a294fd0e9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a8d7607a90c7bdae082e379ed8dc0a4c.setIcon(icon_82077c159bdd1e864befd15a294fd0e9);\n",
              "        \n",
              "    \n",
              "        var popup_6de36e8603192174fe24cb3a3da02580 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64eba09c01cdcca862d17bf9dbbd3c73 = $(`&lt;div id=&quot;html_64eba09c01cdcca862d17bf9dbbd3c73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_6de36e8603192174fe24cb3a3da02580.setContent(html_64eba09c01cdcca862d17bf9dbbd3c73);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a8d7607a90c7bdae082e379ed8dc0a4c.bindPopup(popup_6de36e8603192174fe24cb3a3da02580)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e84dfffb14a470992cc79951ac0fa889 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2d8d2e474462d5aa9293ab6a11ba98c8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e84dfffb14a470992cc79951ac0fa889.setIcon(icon_2d8d2e474462d5aa9293ab6a11ba98c8);\n",
              "        \n",
              "    \n",
              "        var popup_6c397a80f66d2509b1bce6c39ac46513 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b3799faec86c8f118d42672daa56402 = $(`&lt;div id=&quot;html_6b3799faec86c8f118d42672daa56402&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_6c397a80f66d2509b1bce6c39ac46513.setContent(html_6b3799faec86c8f118d42672daa56402);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e84dfffb14a470992cc79951ac0fa889.bindPopup(popup_6c397a80f66d2509b1bce6c39ac46513)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2f5de96df71dc04476df3b0a1bed35e4 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_166af16117c7d9434cc6f41bcd8ba0f3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2f5de96df71dc04476df3b0a1bed35e4.setIcon(icon_166af16117c7d9434cc6f41bcd8ba0f3);\n",
              "        \n",
              "    \n",
              "        var popup_f596b5399c52d4becdfbd98c1a541f2d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5470c5cd0f255ad8e959f4eca191380 = $(`&lt;div id=&quot;html_e5470c5cd0f255ad8e959f4eca191380&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_f596b5399c52d4becdfbd98c1a541f2d.setContent(html_e5470c5cd0f255ad8e959f4eca191380);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2f5de96df71dc04476df3b0a1bed35e4.bindPopup(popup_f596b5399c52d4becdfbd98c1a541f2d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ce84bee702aca097378457df98347d0e = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b16852c5999f1b030d55d7f6e98676e4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ce84bee702aca097378457df98347d0e.setIcon(icon_b16852c5999f1b030d55d7f6e98676e4);\n",
              "        \n",
              "    \n",
              "        var popup_3c26fdbe5995b1b3c4c31b99e80e9683 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac272e0b8ba6940de78ec8910f00ec43 = $(`&lt;div id=&quot;html_ac272e0b8ba6940de78ec8910f00ec43&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_3c26fdbe5995b1b3c4c31b99e80e9683.setContent(html_ac272e0b8ba6940de78ec8910f00ec43);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ce84bee702aca097378457df98347d0e.bindPopup(popup_3c26fdbe5995b1b3c4c31b99e80e9683)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cdc34a87e7a65dcc9d9e5af555543401 = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_51c04dd8a021e5c91012952d175d3019 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cdc34a87e7a65dcc9d9e5af555543401.setIcon(icon_51c04dd8a021e5c91012952d175d3019);\n",
              "        \n",
              "    \n",
              "        var popup_6386b56b4223ef2d2e98e39b2efd612a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7f71b34f6dbec2eb756162ee5d5d0fb6 = $(`&lt;div id=&quot;html_7f71b34f6dbec2eb756162ee5d5d0fb6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_6386b56b4223ef2d2e98e39b2efd612a.setContent(html_7f71b34f6dbec2eb756162ee5d5d0fb6);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cdc34a87e7a65dcc9d9e5af555543401.bindPopup(popup_6386b56b4223ef2d2e98e39b2efd612a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bb704e3463ba03b8238180662877fc88 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_aea644556e0d734236ca156ba68a1e56 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_bb704e3463ba03b8238180662877fc88.setIcon(icon_aea644556e0d734236ca156ba68a1e56);\n",
              "        \n",
              "    \n",
              "        var popup_e4922b723bbc0d42e5121729a88cd705 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ecc52208b81946da7b4691fb2eab6e8d = $(`&lt;div id=&quot;html_ecc52208b81946da7b4691fb2eab6e8d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_e4922b723bbc0d42e5121729a88cd705.setContent(html_ecc52208b81946da7b4691fb2eab6e8d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_bb704e3463ba03b8238180662877fc88.bindPopup(popup_e4922b723bbc0d42e5121729a88cd705)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_77e8d00cf4a23f242dbb5778ac223e54 = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8c57340a9f6d60031d8cef7c2462e168 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_77e8d00cf4a23f242dbb5778ac223e54.setIcon(icon_8c57340a9f6d60031d8cef7c2462e168);\n",
              "        \n",
              "    \n",
              "        var popup_a538d6fa5069a3c9bd2efefe4e498af2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9cdcd7c6579e1650a7767667faae92c0 = $(`&lt;div id=&quot;html_9cdcd7c6579e1650a7767667faae92c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_a538d6fa5069a3c9bd2efefe4e498af2.setContent(html_9cdcd7c6579e1650a7767667faae92c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_77e8d00cf4a23f242dbb5778ac223e54.bindPopup(popup_a538d6fa5069a3c9bd2efefe4e498af2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fd0cbf1e5fb0b04cc98321693a602512 = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_49f834bc6d8b85fa09d453618386efa0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fd0cbf1e5fb0b04cc98321693a602512.setIcon(icon_49f834bc6d8b85fa09d453618386efa0);\n",
              "        \n",
              "    \n",
              "        var popup_e5bbb72092565403d8b28e7bc87e2a7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e36ec69ad2317e5d5ad394f7f99fbc45 = $(`&lt;div id=&quot;html_e36ec69ad2317e5d5ad394f7f99fbc45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_e5bbb72092565403d8b28e7bc87e2a7d.setContent(html_e36ec69ad2317e5d5ad394f7f99fbc45);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fd0cbf1e5fb0b04cc98321693a602512.bindPopup(popup_e5bbb72092565403d8b28e7bc87e2a7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_18dc0b5af23501e450701dcd1f1348e8 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d4c5b3586d1d6bc969928d59c681daa7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_18dc0b5af23501e450701dcd1f1348e8.setIcon(icon_d4c5b3586d1d6bc969928d59c681daa7);\n",
              "        \n",
              "    \n",
              "        var popup_4fa8be5c6c9331693a986a92c9bba761 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_30af64c3db63760bcd5cf3df9d685776 = $(`&lt;div id=&quot;html_30af64c3db63760bcd5cf3df9d685776&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_4fa8be5c6c9331693a986a92c9bba761.setContent(html_30af64c3db63760bcd5cf3df9d685776);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_18dc0b5af23501e450701dcd1f1348e8.bindPopup(popup_4fa8be5c6c9331693a986a92c9bba761)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_df8014f8abb9f8e1994275db924bcab0 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_78d8e903c955206fee5e863c15acd066 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_df8014f8abb9f8e1994275db924bcab0.setIcon(icon_78d8e903c955206fee5e863c15acd066);\n",
              "        \n",
              "    \n",
              "        var popup_1ebf6a8f40f88feb9a07cf89b75a36eb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7919448a7d2c0daea7c78ec0105f09c7 = $(`&lt;div id=&quot;html_7919448a7d2c0daea7c78ec0105f09c7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_1ebf6a8f40f88feb9a07cf89b75a36eb.setContent(html_7919448a7d2c0daea7c78ec0105f09c7);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_df8014f8abb9f8e1994275db924bcab0.bindPopup(popup_1ebf6a8f40f88feb9a07cf89b75a36eb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b1b75c3479d8ab215e73fd046ae51af4 = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_72cf5e5f41e7cfb88ef515c794b76039 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b1b75c3479d8ab215e73fd046ae51af4.setIcon(icon_72cf5e5f41e7cfb88ef515c794b76039);\n",
              "        \n",
              "    \n",
              "        var popup_0438ebdf303b313f0a9890c4b68956f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74e2f905708abd2b6285e019d1cd2b8f = $(`&lt;div id=&quot;html_74e2f905708abd2b6285e019d1cd2b8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_0438ebdf303b313f0a9890c4b68956f7.setContent(html_74e2f905708abd2b6285e019d1cd2b8f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b1b75c3479d8ab215e73fd046ae51af4.bindPopup(popup_0438ebdf303b313f0a9890c4b68956f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_88bd61d8ffcecd7012f4af1b4e3b8373 = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_baa72cd8f569a4b4ae961c16d8aca5e2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_88bd61d8ffcecd7012f4af1b4e3b8373.setIcon(icon_baa72cd8f569a4b4ae961c16d8aca5e2);\n",
              "        \n",
              "    \n",
              "        var popup_beb6f4bc453dff38ee841027f27fd550 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a1a12b3285f1822dfc2d8a70fbdc4fd = $(`&lt;div id=&quot;html_0a1a12b3285f1822dfc2d8a70fbdc4fd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_beb6f4bc453dff38ee841027f27fd550.setContent(html_0a1a12b3285f1822dfc2d8a70fbdc4fd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_88bd61d8ffcecd7012f4af1b4e3b8373.bindPopup(popup_beb6f4bc453dff38ee841027f27fd550)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_70e169e633e5d0d63cb2374f7c8001a5 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_42bc8cccc5aeb7c1a695ff887a3ce8ca = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_70e169e633e5d0d63cb2374f7c8001a5.setIcon(icon_42bc8cccc5aeb7c1a695ff887a3ce8ca);\n",
              "        \n",
              "    \n",
              "        var popup_45f600e330c213cddae2416854bb7a4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba5bd81f67fa738649f1624d445b2516 = $(`&lt;div id=&quot;html_ba5bd81f67fa738649f1624d445b2516&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_45f600e330c213cddae2416854bb7a4f.setContent(html_ba5bd81f67fa738649f1624d445b2516);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_70e169e633e5d0d63cb2374f7c8001a5.bindPopup(popup_45f600e330c213cddae2416854bb7a4f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0c3cfc14b26d6f79a826d21562699c99 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cb98e8f08b3a752cceb7d5fdb4bf2bd4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0c3cfc14b26d6f79a826d21562699c99.setIcon(icon_cb98e8f08b3a752cceb7d5fdb4bf2bd4);\n",
              "        \n",
              "    \n",
              "        var popup_b3ee9fd66e7e940704d826bdc276cceb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e1610aefaed1eac4d0e51a0033c253b = $(`&lt;div id=&quot;html_4e1610aefaed1eac4d0e51a0033c253b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_b3ee9fd66e7e940704d826bdc276cceb.setContent(html_4e1610aefaed1eac4d0e51a0033c253b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0c3cfc14b26d6f79a826d21562699c99.bindPopup(popup_b3ee9fd66e7e940704d826bdc276cceb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_eb0ca6ca2b38bc20279d15d647536708 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bc51fd43efea713823b2d276639fb051 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_eb0ca6ca2b38bc20279d15d647536708.setIcon(icon_bc51fd43efea713823b2d276639fb051);\n",
              "        \n",
              "    \n",
              "        var popup_96db51e881d439b26d26a9ae5ada2077 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d26e90511c23b892862815b0500e6ee4 = $(`&lt;div id=&quot;html_d26e90511c23b892862815b0500e6ee4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_96db51e881d439b26d26a9ae5ada2077.setContent(html_d26e90511c23b892862815b0500e6ee4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_eb0ca6ca2b38bc20279d15d647536708.bindPopup(popup_96db51e881d439b26d26a9ae5ada2077)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_72cbc0e29698605828f26463aac38ff3 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f02d36188e45c307725c057288ec3359 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_72cbc0e29698605828f26463aac38ff3.setIcon(icon_f02d36188e45c307725c057288ec3359);\n",
              "        \n",
              "    \n",
              "        var popup_e8fb4efd9e623da006f5f9e40465a612 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e926a7df47238a5147dfad2a98e7587 = $(`&lt;div id=&quot;html_2e926a7df47238a5147dfad2a98e7587&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_e8fb4efd9e623da006f5f9e40465a612.setContent(html_2e926a7df47238a5147dfad2a98e7587);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_72cbc0e29698605828f26463aac38ff3.bindPopup(popup_e8fb4efd9e623da006f5f9e40465a612)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5b3053f4df97d859a595081bbb7a2832 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8e95f47a4462f9154eae9b7530d71c4d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5b3053f4df97d859a595081bbb7a2832.setIcon(icon_8e95f47a4462f9154eae9b7530d71c4d);\n",
              "        \n",
              "    \n",
              "        var popup_06f09b278eace2ae819c702962215f2f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24d659686b116d5eb1c9ba0dbed1de9d = $(`&lt;div id=&quot;html_24d659686b116d5eb1c9ba0dbed1de9d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_06f09b278eace2ae819c702962215f2f.setContent(html_24d659686b116d5eb1c9ba0dbed1de9d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5b3053f4df97d859a595081bbb7a2832.bindPopup(popup_06f09b278eace2ae819c702962215f2f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b6335c4c279f02fbb4555846b888a9e3 = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5bf7631205a0617106a3f7553d3cf643 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b6335c4c279f02fbb4555846b888a9e3.setIcon(icon_5bf7631205a0617106a3f7553d3cf643);\n",
              "        \n",
              "    \n",
              "        var popup_d0a0c30623571269877fcfa12c113dda = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20c7e02d1bec245458ebccea038343e4 = $(`&lt;div id=&quot;html_20c7e02d1bec245458ebccea038343e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_d0a0c30623571269877fcfa12c113dda.setContent(html_20c7e02d1bec245458ebccea038343e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b6335c4c279f02fbb4555846b888a9e3.bindPopup(popup_d0a0c30623571269877fcfa12c113dda)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_20f690e4abc67eb434bad966b6d22cbc = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_020dd802cc68939891e384e4d081b74a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_20f690e4abc67eb434bad966b6d22cbc.setIcon(icon_020dd802cc68939891e384e4d081b74a);\n",
              "        \n",
              "    \n",
              "        var popup_ac2272e6fa8e9623b6f38a6c2f7f5888 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e26db26d221b0a51b3fb41ac75f19ec = $(`&lt;div id=&quot;html_3e26db26d221b0a51b3fb41ac75f19ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_ac2272e6fa8e9623b6f38a6c2f7f5888.setContent(html_3e26db26d221b0a51b3fb41ac75f19ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_20f690e4abc67eb434bad966b6d22cbc.bindPopup(popup_ac2272e6fa8e9623b6f38a6c2f7f5888)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_79206e210c19a46adc446f8f774e841b = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1aa1e2e4098867a41e55008dcd29d398 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_79206e210c19a46adc446f8f774e841b.setIcon(icon_1aa1e2e4098867a41e55008dcd29d398);\n",
              "        \n",
              "    \n",
              "        var popup_ced260c5d2801715103b5ea8c9bab081 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0adde74e96bae07751ed2c308f1db3c = $(`&lt;div id=&quot;html_f0adde74e96bae07751ed2c308f1db3c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_ced260c5d2801715103b5ea8c9bab081.setContent(html_f0adde74e96bae07751ed2c308f1db3c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_79206e210c19a46adc446f8f774e841b.bindPopup(popup_ced260c5d2801715103b5ea8c9bab081)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0b310b8dacbe6d4f4303377284c72091 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_10cc7cc901a31dba50018c9586c416db = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0b310b8dacbe6d4f4303377284c72091.setIcon(icon_10cc7cc901a31dba50018c9586c416db);\n",
              "        \n",
              "    \n",
              "        var popup_69bca51b7ebb866613b00b904c94e16c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_37a4fb8499a4476028d406b8a5a71a04 = $(`&lt;div id=&quot;html_37a4fb8499a4476028d406b8a5a71a04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_69bca51b7ebb866613b00b904c94e16c.setContent(html_37a4fb8499a4476028d406b8a5a71a04);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0b310b8dacbe6d4f4303377284c72091.bindPopup(popup_69bca51b7ebb866613b00b904c94e16c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_80de5a5cdf5c68a97b7f8f59fa4960b5 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d100533f1755e115f176b2beaa47ae29 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_80de5a5cdf5c68a97b7f8f59fa4960b5.setIcon(icon_d100533f1755e115f176b2beaa47ae29);\n",
              "        \n",
              "    \n",
              "        var popup_88d254ec5007486fbaeaa7b5d0b08593 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_763cbdd3f3fb0fcc92fa587aaef6d25c = $(`&lt;div id=&quot;html_763cbdd3f3fb0fcc92fa587aaef6d25c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_88d254ec5007486fbaeaa7b5d0b08593.setContent(html_763cbdd3f3fb0fcc92fa587aaef6d25c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_80de5a5cdf5c68a97b7f8f59fa4960b5.bindPopup(popup_88d254ec5007486fbaeaa7b5d0b08593)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_67c2166864353729fe10328926014af0 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6386bad467dd661765a45b304c6edc9e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_67c2166864353729fe10328926014af0.setIcon(icon_6386bad467dd661765a45b304c6edc9e);\n",
              "        \n",
              "    \n",
              "        var popup_567daf17e274c6ea00312018b4b6444d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_66e27c1253c069fa4cda5cbae454beb5 = $(`&lt;div id=&quot;html_66e27c1253c069fa4cda5cbae454beb5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_567daf17e274c6ea00312018b4b6444d.setContent(html_66e27c1253c069fa4cda5cbae454beb5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_67c2166864353729fe10328926014af0.bindPopup(popup_567daf17e274c6ea00312018b4b6444d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b03f2baa648e9f31b777b4b295fe9a7c = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b85d748c9c3117b2ae67ec85710e7bfa = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b03f2baa648e9f31b777b4b295fe9a7c.setIcon(icon_b85d748c9c3117b2ae67ec85710e7bfa);\n",
              "        \n",
              "    \n",
              "        var popup_5788f42f8a347c86b7b15bac1622cf66 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c2234ce4c8f49ef091ae6f261ef11b1 = $(`&lt;div id=&quot;html_8c2234ce4c8f49ef091ae6f261ef11b1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_5788f42f8a347c86b7b15bac1622cf66.setContent(html_8c2234ce4c8f49ef091ae6f261ef11b1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b03f2baa648e9f31b777b4b295fe9a7c.bindPopup(popup_5788f42f8a347c86b7b15bac1622cf66)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_91d1b3e8e6816b5f35c8f97ae5d2bc83 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_485d6d979155d6407b9285feb40f771a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_91d1b3e8e6816b5f35c8f97ae5d2bc83.setIcon(icon_485d6d979155d6407b9285feb40f771a);\n",
              "        \n",
              "    \n",
              "        var popup_33751e4c37973d4f4c6b03900e60ab03 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_23d7ea677d7df944cf0d749247eeb724 = $(`&lt;div id=&quot;html_23d7ea677d7df944cf0d749247eeb724&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_33751e4c37973d4f4c6b03900e60ab03.setContent(html_23d7ea677d7df944cf0d749247eeb724);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_91d1b3e8e6816b5f35c8f97ae5d2bc83.bindPopup(popup_33751e4c37973d4f4c6b03900e60ab03)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bb13555714d31a1c5645ccab211e7ade = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5b02dea422d1064ff608f582cc7957b7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_bb13555714d31a1c5645ccab211e7ade.setIcon(icon_5b02dea422d1064ff608f582cc7957b7);\n",
              "        \n",
              "    \n",
              "        var popup_efc5655afe466b1f3d3b6decbda536c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_58007e280b24d830997bcdec8de37cae = $(`&lt;div id=&quot;html_58007e280b24d830997bcdec8de37cae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_efc5655afe466b1f3d3b6decbda536c8.setContent(html_58007e280b24d830997bcdec8de37cae);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_bb13555714d31a1c5645ccab211e7ade.bindPopup(popup_efc5655afe466b1f3d3b6decbda536c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d678fad24aebee29e441354ee5864d29 = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b675fcc61f330d447f99ba1e1bed183c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d678fad24aebee29e441354ee5864d29.setIcon(icon_b675fcc61f330d447f99ba1e1bed183c);\n",
              "        \n",
              "    \n",
              "        var popup_a63e0c52e1fa4a026be459466860d5fd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5d6bbbb25ab6585b2b6a505d17de5875 = $(`&lt;div id=&quot;html_5d6bbbb25ab6585b2b6a505d17de5875&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_a63e0c52e1fa4a026be459466860d5fd.setContent(html_5d6bbbb25ab6585b2b6a505d17de5875);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d678fad24aebee29e441354ee5864d29.bindPopup(popup_a63e0c52e1fa4a026be459466860d5fd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2d04b1228030bf5d7884e37c5327cd6c = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_61f4d997aae3601d16a322cfa9114421 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2d04b1228030bf5d7884e37c5327cd6c.setIcon(icon_61f4d997aae3601d16a322cfa9114421);\n",
              "        \n",
              "    \n",
              "        var popup_302a1bdd8578856daad0a29e1290c157 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0ec1aebc38f5bf69716bccb619e2413 = $(`&lt;div id=&quot;html_d0ec1aebc38f5bf69716bccb619e2413&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_302a1bdd8578856daad0a29e1290c157.setContent(html_d0ec1aebc38f5bf69716bccb619e2413);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2d04b1228030bf5d7884e37c5327cd6c.bindPopup(popup_302a1bdd8578856daad0a29e1290c157)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_84665e933e455ad570c0c3b568ea831c = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5217ab8dfcdb65752c071ef9c0d1d8d8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_84665e933e455ad570c0c3b568ea831c.setIcon(icon_5217ab8dfcdb65752c071ef9c0d1d8d8);\n",
              "        \n",
              "    \n",
              "        var popup_f93b593b8552523905c963e2f3c3d0fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_260821b7bb40ac159afd54284cf7f338 = $(`&lt;div id=&quot;html_260821b7bb40ac159afd54284cf7f338&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_f93b593b8552523905c963e2f3c3d0fc.setContent(html_260821b7bb40ac159afd54284cf7f338);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_84665e933e455ad570c0c3b568ea831c.bindPopup(popup_f93b593b8552523905c963e2f3c3d0fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3770825c6e2ee99d2ae6e9f154354a50 = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9d4694e1684ca693d3a136d15c25c05b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3770825c6e2ee99d2ae6e9f154354a50.setIcon(icon_9d4694e1684ca693d3a136d15c25c05b);\n",
              "        \n",
              "    \n",
              "        var popup_d786b989650ecd88f7051924dbcffdae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a951f217cfde209a035a696f3fb41a0a = $(`&lt;div id=&quot;html_a951f217cfde209a035a696f3fb41a0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_d786b989650ecd88f7051924dbcffdae.setContent(html_a951f217cfde209a035a696f3fb41a0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3770825c6e2ee99d2ae6e9f154354a50.bindPopup(popup_d786b989650ecd88f7051924dbcffdae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ac6827c19f7ed39e71cf14cdcf9e1d5b = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e73a03ede6f01f09bc94a0ed9b1c0b8c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ac6827c19f7ed39e71cf14cdcf9e1d5b.setIcon(icon_e73a03ede6f01f09bc94a0ed9b1c0b8c);\n",
              "        \n",
              "    \n",
              "        var popup_bfe21df689008b0d34f5cc577b02ba34 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a98bffd9d19eb05fd3704c1017db7016 = $(`&lt;div id=&quot;html_a98bffd9d19eb05fd3704c1017db7016&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_bfe21df689008b0d34f5cc577b02ba34.setContent(html_a98bffd9d19eb05fd3704c1017db7016);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ac6827c19f7ed39e71cf14cdcf9e1d5b.bindPopup(popup_bfe21df689008b0d34f5cc577b02ba34)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a14fd55dd2737227c2c8ef9eb55428e9 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_111c54e41be1561cf562e4c93d0c30b1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a14fd55dd2737227c2c8ef9eb55428e9.setIcon(icon_111c54e41be1561cf562e4c93d0c30b1);\n",
              "        \n",
              "    \n",
              "        var popup_2d3ea15fa0f079a190d74ed7540b64f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8806bee51b4f64565a4d4eae15f20e58 = $(`&lt;div id=&quot;html_8806bee51b4f64565a4d4eae15f20e58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_2d3ea15fa0f079a190d74ed7540b64f7.setContent(html_8806bee51b4f64565a4d4eae15f20e58);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a14fd55dd2737227c2c8ef9eb55428e9.bindPopup(popup_2d3ea15fa0f079a190d74ed7540b64f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_30ebe6e3eab6e1a7d73397db9eb05fb3 = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_54deb0bd6fb7e8604a7c790c9a3e723d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_30ebe6e3eab6e1a7d73397db9eb05fb3.setIcon(icon_54deb0bd6fb7e8604a7c790c9a3e723d);\n",
              "        \n",
              "    \n",
              "        var popup_c2a4553ddf81a0aca9c9a3a749bbb700 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4871797e37a9cd250bb6691e354be36 = $(`&lt;div id=&quot;html_f4871797e37a9cd250bb6691e354be36&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_c2a4553ddf81a0aca9c9a3a749bbb700.setContent(html_f4871797e37a9cd250bb6691e354be36);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_30ebe6e3eab6e1a7d73397db9eb05fb3.bindPopup(popup_c2a4553ddf81a0aca9c9a3a749bbb700)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7a9a0ebd1bfb70c6bfe672dde2af595a = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b57ea1f5a8d5a86ac14c54e556946bd4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7a9a0ebd1bfb70c6bfe672dde2af595a.setIcon(icon_b57ea1f5a8d5a86ac14c54e556946bd4);\n",
              "        \n",
              "    \n",
              "        var popup_abe5ce356d49697b6bfa56503798df97 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f36c52d93e6f470faf6204b1b6b0abe8 = $(`&lt;div id=&quot;html_f36c52d93e6f470faf6204b1b6b0abe8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_abe5ce356d49697b6bfa56503798df97.setContent(html_f36c52d93e6f470faf6204b1b6b0abe8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7a9a0ebd1bfb70c6bfe672dde2af595a.bindPopup(popup_abe5ce356d49697b6bfa56503798df97)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_44f9e96f85b9405bc6f6716ba2170fea = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_61d03688a1ba9c0085e922c548bc8305 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_44f9e96f85b9405bc6f6716ba2170fea.setIcon(icon_61d03688a1ba9c0085e922c548bc8305);\n",
              "        \n",
              "    \n",
              "        var popup_d92f014ca8d046f43522f686f273bed4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2f2e7abf91f1a620d933746001287a5c = $(`&lt;div id=&quot;html_2f2e7abf91f1a620d933746001287a5c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_d92f014ca8d046f43522f686f273bed4.setContent(html_2f2e7abf91f1a620d933746001287a5c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_44f9e96f85b9405bc6f6716ba2170fea.bindPopup(popup_d92f014ca8d046f43522f686f273bed4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_111615a12ea98009839fe1706656cccf = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9ec84b418a3453b1d3b0330e84a7a20b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_111615a12ea98009839fe1706656cccf.setIcon(icon_9ec84b418a3453b1d3b0330e84a7a20b);\n",
              "        \n",
              "    \n",
              "        var popup_5c90f0fc5ccdac9fed6d13bb3b24f9ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9e99984083d14b9c291c903a84eab5e3 = $(`&lt;div id=&quot;html_9e99984083d14b9c291c903a84eab5e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_5c90f0fc5ccdac9fed6d13bb3b24f9ea.setContent(html_9e99984083d14b9c291c903a84eab5e3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_111615a12ea98009839fe1706656cccf.bindPopup(popup_5c90f0fc5ccdac9fed6d13bb3b24f9ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c23105de2e2cb7bad3016299b67c1442 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e1058114718f9bebef59f4e769d321bb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c23105de2e2cb7bad3016299b67c1442.setIcon(icon_e1058114718f9bebef59f4e769d321bb);\n",
              "        \n",
              "    \n",
              "        var popup_cde2213a90e763df228d1b07f4535bad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a48e9baeedb4cb5f8933729337167f17 = $(`&lt;div id=&quot;html_a48e9baeedb4cb5f8933729337167f17&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_cde2213a90e763df228d1b07f4535bad.setContent(html_a48e9baeedb4cb5f8933729337167f17);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c23105de2e2cb7bad3016299b67c1442.bindPopup(popup_cde2213a90e763df228d1b07f4535bad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_78ba15de8be0c26964f0b896f83cb8f8 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5713c16a93636868602e52d0a11a1fef = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_78ba15de8be0c26964f0b896f83cb8f8.setIcon(icon_5713c16a93636868602e52d0a11a1fef);\n",
              "        \n",
              "    \n",
              "        var popup_6e4f66948578c58934af43e4178a2e7a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_76580b4ed092d99500fd317b83f5287e = $(`&lt;div id=&quot;html_76580b4ed092d99500fd317b83f5287e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_6e4f66948578c58934af43e4178a2e7a.setContent(html_76580b4ed092d99500fd317b83f5287e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_78ba15de8be0c26964f0b896f83cb8f8.bindPopup(popup_6e4f66948578c58934af43e4178a2e7a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cbb7df9c65ec9150c7079d9c540ad572 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_87fcb3d668c3cf4ba664c703011ed34d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cbb7df9c65ec9150c7079d9c540ad572.setIcon(icon_87fcb3d668c3cf4ba664c703011ed34d);\n",
              "        \n",
              "    \n",
              "        var popup_964cad072490fb20c896cbb61e3c891c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a119620fcc49497b6da95c4b7a449d8 = $(`&lt;div id=&quot;html_4a119620fcc49497b6da95c4b7a449d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_964cad072490fb20c896cbb61e3c891c.setContent(html_4a119620fcc49497b6da95c4b7a449d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cbb7df9c65ec9150c7079d9c540ad572.bindPopup(popup_964cad072490fb20c896cbb61e3c891c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e7870c44ab92cd6cce0d03a9347c8758 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_82ba63b61a2570ae0f553fdab3e39c19 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e7870c44ab92cd6cce0d03a9347c8758.setIcon(icon_82ba63b61a2570ae0f553fdab3e39c19);\n",
              "        \n",
              "    \n",
              "        var popup_9ec328ddad35edc5de2dc90bb0294dc3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e7ce92fe1c36066d8460b4bb06c1156 = $(`&lt;div id=&quot;html_4e7ce92fe1c36066d8460b4bb06c1156&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_9ec328ddad35edc5de2dc90bb0294dc3.setContent(html_4e7ce92fe1c36066d8460b4bb06c1156);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e7870c44ab92cd6cce0d03a9347c8758.bindPopup(popup_9ec328ddad35edc5de2dc90bb0294dc3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_07713abce38a7d71bea3ccbd768cf559 = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_db807adf69b63f3aca4108edb9c3ed86 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_07713abce38a7d71bea3ccbd768cf559.setIcon(icon_db807adf69b63f3aca4108edb9c3ed86);\n",
              "        \n",
              "    \n",
              "        var popup_dad9d8f3b45a5395d3dfb6c89f240e3c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f4f3e1e5412ed26407b4677457e596fb = $(`&lt;div id=&quot;html_f4f3e1e5412ed26407b4677457e596fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_dad9d8f3b45a5395d3dfb6c89f240e3c.setContent(html_f4f3e1e5412ed26407b4677457e596fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_07713abce38a7d71bea3ccbd768cf559.bindPopup(popup_dad9d8f3b45a5395d3dfb6c89f240e3c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cef6447db54f82cade5f93d2c343ebf8 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cfabe7dcda7fab865f336d595eca41d6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cef6447db54f82cade5f93d2c343ebf8.setIcon(icon_cfabe7dcda7fab865f336d595eca41d6);\n",
              "        \n",
              "    \n",
              "        var popup_c6f41f338d48f05b2d7039b7cb57c1de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b1a9d8b837b0425911e28525034daa2e = $(`&lt;div id=&quot;html_b1a9d8b837b0425911e28525034daa2e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_c6f41f338d48f05b2d7039b7cb57c1de.setContent(html_b1a9d8b837b0425911e28525034daa2e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cef6447db54f82cade5f93d2c343ebf8.bindPopup(popup_c6f41f338d48f05b2d7039b7cb57c1de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ebcb89536f5bbb7589976b35135cef9e = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7c47a3acf887b6623f915bc7f7e84f4e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ebcb89536f5bbb7589976b35135cef9e.setIcon(icon_7c47a3acf887b6623f915bc7f7e84f4e);\n",
              "        \n",
              "    \n",
              "        var popup_22a7bf08d9e2c9119b1221ab3f7c8f66 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_85bae818744474b0a124b0e7a69bdaa9 = $(`&lt;div id=&quot;html_85bae818744474b0a124b0e7a69bdaa9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_22a7bf08d9e2c9119b1221ab3f7c8f66.setContent(html_85bae818744474b0a124b0e7a69bdaa9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ebcb89536f5bbb7589976b35135cef9e.bindPopup(popup_22a7bf08d9e2c9119b1221ab3f7c8f66)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_76e112f1e77d0082066c0995bca94f3f = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7b15663d15a88c1ae3a62781fd034056 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_76e112f1e77d0082066c0995bca94f3f.setIcon(icon_7b15663d15a88c1ae3a62781fd034056);\n",
              "        \n",
              "    \n",
              "        var popup_e26dc7f6f8b0d26911f068fd603897c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0d5a0f186d46b85370587a6d609e320 = $(`&lt;div id=&quot;html_b0d5a0f186d46b85370587a6d609e320&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_e26dc7f6f8b0d26911f068fd603897c3.setContent(html_b0d5a0f186d46b85370587a6d609e320);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_76e112f1e77d0082066c0995bca94f3f.bindPopup(popup_e26dc7f6f8b0d26911f068fd603897c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a67679807538bb76ec8a7a4bae2c3aac = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ac78c2e0cb076332f7fda950f24cf310 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a67679807538bb76ec8a7a4bae2c3aac.setIcon(icon_ac78c2e0cb076332f7fda950f24cf310);\n",
              "        \n",
              "    \n",
              "        var popup_87faa3398d33bbd82b0b15b2a6900a71 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef50e3f24eb6420817558e2236b1e3ab = $(`&lt;div id=&quot;html_ef50e3f24eb6420817558e2236b1e3ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_87faa3398d33bbd82b0b15b2a6900a71.setContent(html_ef50e3f24eb6420817558e2236b1e3ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a67679807538bb76ec8a7a4bae2c3aac.bindPopup(popup_87faa3398d33bbd82b0b15b2a6900a71)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_333108699f9f35f26b25e879a40a52d8 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_48bf9f0a1d1d28e308a9398083f0401d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_333108699f9f35f26b25e879a40a52d8.setIcon(icon_48bf9f0a1d1d28e308a9398083f0401d);\n",
              "        \n",
              "    \n",
              "        var popup_c57e7c6d3e13cc0ae56ae362b4983d41 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c206b8d376f585876b63648c5a558eb2 = $(`&lt;div id=&quot;html_c206b8d376f585876b63648c5a558eb2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_c57e7c6d3e13cc0ae56ae362b4983d41.setContent(html_c206b8d376f585876b63648c5a558eb2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_333108699f9f35f26b25e879a40a52d8.bindPopup(popup_c57e7c6d3e13cc0ae56ae362b4983d41)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1cd18329a489bdb4f2de0c5e67b8b910 = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8149b279361e13581ad0505fbaaebf2f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1cd18329a489bdb4f2de0c5e67b8b910.setIcon(icon_8149b279361e13581ad0505fbaaebf2f);\n",
              "        \n",
              "    \n",
              "        var popup_4bc0738eaed4d07448c82fda473ba986 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fbc853a31ed552947437e83b10c11022 = $(`&lt;div id=&quot;html_fbc853a31ed552947437e83b10c11022&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_4bc0738eaed4d07448c82fda473ba986.setContent(html_fbc853a31ed552947437e83b10c11022);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1cd18329a489bdb4f2de0c5e67b8b910.bindPopup(popup_4bc0738eaed4d07448c82fda473ba986)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2481736de77b5c4b93fce51d99db774b = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fc7c38218055a08eb337180771217676 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2481736de77b5c4b93fce51d99db774b.setIcon(icon_fc7c38218055a08eb337180771217676);\n",
              "        \n",
              "    \n",
              "        var popup_732ff4e6817ff566b8fe7cdb2f384055 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bde215f463498afd69808d73e398c32c = $(`&lt;div id=&quot;html_bde215f463498afd69808d73e398c32c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_732ff4e6817ff566b8fe7cdb2f384055.setContent(html_bde215f463498afd69808d73e398c32c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2481736de77b5c4b93fce51d99db774b.bindPopup(popup_732ff4e6817ff566b8fe7cdb2f384055)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d10e2a4681a094d8c36857572baffa4b = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bafde0230bf3ef45f59a8f46a2dbd2eb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d10e2a4681a094d8c36857572baffa4b.setIcon(icon_bafde0230bf3ef45f59a8f46a2dbd2eb);\n",
              "        \n",
              "    \n",
              "        var popup_d53d2409ca979a2c907b6f6e2c34e678 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a61e7f039f6f26d8c053091d6d984752 = $(`&lt;div id=&quot;html_a61e7f039f6f26d8c053091d6d984752&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_d53d2409ca979a2c907b6f6e2c34e678.setContent(html_a61e7f039f6f26d8c053091d6d984752);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d10e2a4681a094d8c36857572baffa4b.bindPopup(popup_d53d2409ca979a2c907b6f6e2c34e678)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f86aa814e76cb832e27145dace97f7f1 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_347b8e677cb5edf42d71a5aa4e760d7b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f86aa814e76cb832e27145dace97f7f1.setIcon(icon_347b8e677cb5edf42d71a5aa4e760d7b);\n",
              "        \n",
              "    \n",
              "        var popup_6f6c5a4af91a1366b3c80a26368094b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6820d9f138955cfbc46f987413d7f334 = $(`&lt;div id=&quot;html_6820d9f138955cfbc46f987413d7f334&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_6f6c5a4af91a1366b3c80a26368094b7.setContent(html_6820d9f138955cfbc46f987413d7f334);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f86aa814e76cb832e27145dace97f7f1.bindPopup(popup_6f6c5a4af91a1366b3c80a26368094b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f3c9b3e8c38813ac02988dc660f0dbed = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e742b3f8e31b4908ec55f130038ee94f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f3c9b3e8c38813ac02988dc660f0dbed.setIcon(icon_e742b3f8e31b4908ec55f130038ee94f);\n",
              "        \n",
              "    \n",
              "        var popup_a3da2315ba6436a46b0ed23af4438a98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db64e880ef3a31e83ea385ec0ced2f6f = $(`&lt;div id=&quot;html_db64e880ef3a31e83ea385ec0ced2f6f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_a3da2315ba6436a46b0ed23af4438a98.setContent(html_db64e880ef3a31e83ea385ec0ced2f6f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f3c9b3e8c38813ac02988dc660f0dbed.bindPopup(popup_a3da2315ba6436a46b0ed23af4438a98)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ac079c4a3254763d9655c92b8cfce2b7 = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_da5374fd6e47b6a0720b8a08fd983857 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ac079c4a3254763d9655c92b8cfce2b7.setIcon(icon_da5374fd6e47b6a0720b8a08fd983857);\n",
              "        \n",
              "    \n",
              "        var popup_f5b9333f4d32271bdc47302ac53c88fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_48aa7d28cbb94981ee1cc1c02386eb51 = $(`&lt;div id=&quot;html_48aa7d28cbb94981ee1cc1c02386eb51&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_f5b9333f4d32271bdc47302ac53c88fb.setContent(html_48aa7d28cbb94981ee1cc1c02386eb51);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ac079c4a3254763d9655c92b8cfce2b7.bindPopup(popup_f5b9333f4d32271bdc47302ac53c88fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0704dc3bbee418d2e03ba29c29bc9984 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_010029616d0391c4a6d8d112b25c31d7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0704dc3bbee418d2e03ba29c29bc9984.setIcon(icon_010029616d0391c4a6d8d112b25c31d7);\n",
              "        \n",
              "    \n",
              "        var popup_5b29d516a6f6e1ac5de0b3bab703c367 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd3901c7f67a44a5dee57dbff47b4e9d = $(`&lt;div id=&quot;html_fd3901c7f67a44a5dee57dbff47b4e9d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_5b29d516a6f6e1ac5de0b3bab703c367.setContent(html_fd3901c7f67a44a5dee57dbff47b4e9d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0704dc3bbee418d2e03ba29c29bc9984.bindPopup(popup_5b29d516a6f6e1ac5de0b3bab703c367)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_16d70135a68fb23e2c0eafcc35671dae = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cb03ed502f982947758a9d5c11e5c92b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_16d70135a68fb23e2c0eafcc35671dae.setIcon(icon_cb03ed502f982947758a9d5c11e5c92b);\n",
              "        \n",
              "    \n",
              "        var popup_5c8abe32edca7afcb8e856e844fb9564 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0d4ebb737fac495efa877eb3aa1bb306 = $(`&lt;div id=&quot;html_0d4ebb737fac495efa877eb3aa1bb306&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_5c8abe32edca7afcb8e856e844fb9564.setContent(html_0d4ebb737fac495efa877eb3aa1bb306);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_16d70135a68fb23e2c0eafcc35671dae.bindPopup(popup_5c8abe32edca7afcb8e856e844fb9564)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e1f11d18e15edf6d05308cd8fead506e = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_685cea9aa9f0283380a3478b72fc7e9c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e1f11d18e15edf6d05308cd8fead506e.setIcon(icon_685cea9aa9f0283380a3478b72fc7e9c);\n",
              "        \n",
              "    \n",
              "        var popup_d0a91384f7deefe89209fe6c2504fe33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8b27e630341c2c1d0ddda7dc9a35f8ae = $(`&lt;div id=&quot;html_8b27e630341c2c1d0ddda7dc9a35f8ae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_d0a91384f7deefe89209fe6c2504fe33.setContent(html_8b27e630341c2c1d0ddda7dc9a35f8ae);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e1f11d18e15edf6d05308cd8fead506e.bindPopup(popup_d0a91384f7deefe89209fe6c2504fe33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1ca7f8bad8e488794be9ade3b9775d21 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4c4b0479dc432386ded17d9981e4bea4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1ca7f8bad8e488794be9ade3b9775d21.setIcon(icon_4c4b0479dc432386ded17d9981e4bea4);\n",
              "        \n",
              "    \n",
              "        var popup_127fb102d19420dbf3f4cf41e5188548 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ac4c6a26c5c1b3613a20bc7965e5104 = $(`&lt;div id=&quot;html_6ac4c6a26c5c1b3613a20bc7965e5104&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_127fb102d19420dbf3f4cf41e5188548.setContent(html_6ac4c6a26c5c1b3613a20bc7965e5104);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1ca7f8bad8e488794be9ade3b9775d21.bindPopup(popup_127fb102d19420dbf3f4cf41e5188548)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d345c13a91a25729dd1f2b86a1c26d80 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_831b4391659e77e89fbc9d23a0c35d8c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d345c13a91a25729dd1f2b86a1c26d80.setIcon(icon_831b4391659e77e89fbc9d23a0c35d8c);\n",
              "        \n",
              "    \n",
              "        var popup_1d7307f221470c275cc35e2787ff69f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_892caefdc8e6f47484fa9db3e075c05a = $(`&lt;div id=&quot;html_892caefdc8e6f47484fa9db3e075c05a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_1d7307f221470c275cc35e2787ff69f9.setContent(html_892caefdc8e6f47484fa9db3e075c05a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d345c13a91a25729dd1f2b86a1c26d80.bindPopup(popup_1d7307f221470c275cc35e2787ff69f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d941cfe1f77f663fd3a6ddee2be47706 = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1cfb72b0b4411f3c62d1898705fad18e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d941cfe1f77f663fd3a6ddee2be47706.setIcon(icon_1cfb72b0b4411f3c62d1898705fad18e);\n",
              "        \n",
              "    \n",
              "        var popup_637f621ea2be4c450858fa4e11f2bc23 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5099eba250d5069a72b1a9dfa070bd31 = $(`&lt;div id=&quot;html_5099eba250d5069a72b1a9dfa070bd31&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_637f621ea2be4c450858fa4e11f2bc23.setContent(html_5099eba250d5069a72b1a9dfa070bd31);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d941cfe1f77f663fd3a6ddee2be47706.bindPopup(popup_637f621ea2be4c450858fa4e11f2bc23)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cad913c3cbe058f6920e4b95a248286a = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0f6fc8178a664f47085cc66dd7b690ed = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cad913c3cbe058f6920e4b95a248286a.setIcon(icon_0f6fc8178a664f47085cc66dd7b690ed);\n",
              "        \n",
              "    \n",
              "        var popup_42c68720f617bc4b3ed21cebe9c471ac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e91d7b2817318e69b346581bc90679ff = $(`&lt;div id=&quot;html_e91d7b2817318e69b346581bc90679ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_42c68720f617bc4b3ed21cebe9c471ac.setContent(html_e91d7b2817318e69b346581bc90679ff);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cad913c3cbe058f6920e4b95a248286a.bindPopup(popup_42c68720f617bc4b3ed21cebe9c471ac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6f97356b3ae9e0099a4efffee11b5dbd = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_75e8681465fd81099240c087384cefb0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6f97356b3ae9e0099a4efffee11b5dbd.setIcon(icon_75e8681465fd81099240c087384cefb0);\n",
              "        \n",
              "    \n",
              "        var popup_ea929b9234be09a52f897566cf59a59c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5cb72b243036960ed4094d3e4520ae67 = $(`&lt;div id=&quot;html_5cb72b243036960ed4094d3e4520ae67&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_ea929b9234be09a52f897566cf59a59c.setContent(html_5cb72b243036960ed4094d3e4520ae67);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6f97356b3ae9e0099a4efffee11b5dbd.bindPopup(popup_ea929b9234be09a52f897566cf59a59c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_718d25a45b08ffb79c5081089a193895 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_243ceb9b36e1cde16d788d236602071b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_718d25a45b08ffb79c5081089a193895.setIcon(icon_243ceb9b36e1cde16d788d236602071b);\n",
              "        \n",
              "    \n",
              "        var popup_fd46804a2af48e855669dcaa98047629 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_83188548c0d20791ec4fa305c5e4d3c1 = $(`&lt;div id=&quot;html_83188548c0d20791ec4fa305c5e4d3c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_fd46804a2af48e855669dcaa98047629.setContent(html_83188548c0d20791ec4fa305c5e4d3c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_718d25a45b08ffb79c5081089a193895.bindPopup(popup_fd46804a2af48e855669dcaa98047629)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_97d51cb35774807a4766782922435a69 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d1a3f3ac80786961328235ed95a3be88 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_97d51cb35774807a4766782922435a69.setIcon(icon_d1a3f3ac80786961328235ed95a3be88);\n",
              "        \n",
              "    \n",
              "        var popup_1b342b6a9f4e57fb360719afac9fb3f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e693877e72eb68fbd104e4a58fbab540 = $(`&lt;div id=&quot;html_e693877e72eb68fbd104e4a58fbab540&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_1b342b6a9f4e57fb360719afac9fb3f6.setContent(html_e693877e72eb68fbd104e4a58fbab540);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_97d51cb35774807a4766782922435a69.bindPopup(popup_1b342b6a9f4e57fb360719afac9fb3f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_41e6120b2f55a9e555fbdd5d91dd6f18 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_234d02f95d9afb77e17570d36d49298e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_41e6120b2f55a9e555fbdd5d91dd6f18.setIcon(icon_234d02f95d9afb77e17570d36d49298e);\n",
              "        \n",
              "    \n",
              "        var popup_b9badaf8d79d825215b088689923665a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35d31919fdef71598475e880b8dd4818 = $(`&lt;div id=&quot;html_35d31919fdef71598475e880b8dd4818&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_b9badaf8d79d825215b088689923665a.setContent(html_35d31919fdef71598475e880b8dd4818);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_41e6120b2f55a9e555fbdd5d91dd6f18.bindPopup(popup_b9badaf8d79d825215b088689923665a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4839f939ce50940b12259d24f6f975af = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6ecc0f8142d9d0b1bbe7eede4199a171 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4839f939ce50940b12259d24f6f975af.setIcon(icon_6ecc0f8142d9d0b1bbe7eede4199a171);\n",
              "        \n",
              "    \n",
              "        var popup_6afb1e453787785fdfb07b619bad4217 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fbd8786080f741a792c501e1f413010b = $(`&lt;div id=&quot;html_fbd8786080f741a792c501e1f413010b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_6afb1e453787785fdfb07b619bad4217.setContent(html_fbd8786080f741a792c501e1f413010b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4839f939ce50940b12259d24f6f975af.bindPopup(popup_6afb1e453787785fdfb07b619bad4217)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d8294c6a5e6fcceb2473bdc02be4746e = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_81427f89fbd93ffe47e4e8a45f403c22 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d8294c6a5e6fcceb2473bdc02be4746e.setIcon(icon_81427f89fbd93ffe47e4e8a45f403c22);\n",
              "        \n",
              "    \n",
              "        var popup_2841f317ed18f5f7f290fa3349a84e6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ecc014fb9d63a68c5e5bc0baeebfe29e = $(`&lt;div id=&quot;html_ecc014fb9d63a68c5e5bc0baeebfe29e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_2841f317ed18f5f7f290fa3349a84e6a.setContent(html_ecc014fb9d63a68c5e5bc0baeebfe29e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d8294c6a5e6fcceb2473bdc02be4746e.bindPopup(popup_2841f317ed18f5f7f290fa3349a84e6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a2f8125103dcd14bb078824be857148e = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0d666ea23f316d77d017e6c991db5dcd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a2f8125103dcd14bb078824be857148e.setIcon(icon_0d666ea23f316d77d017e6c991db5dcd);\n",
              "        \n",
              "    \n",
              "        var popup_dea0e0e9f348a2a9dc3c22c3e45e6bfa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3bfcab4ac26dcbcfa66ecadac986fce = $(`&lt;div id=&quot;html_c3bfcab4ac26dcbcfa66ecadac986fce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_dea0e0e9f348a2a9dc3c22c3e45e6bfa.setContent(html_c3bfcab4ac26dcbcfa66ecadac986fce);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a2f8125103dcd14bb078824be857148e.bindPopup(popup_dea0e0e9f348a2a9dc3c22c3e45e6bfa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d40b3863dc09d4bb3bc1c79878994cb2 = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2d99a6c063ac9e02ed64cee03e881f89 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d40b3863dc09d4bb3bc1c79878994cb2.setIcon(icon_2d99a6c063ac9e02ed64cee03e881f89);\n",
              "        \n",
              "    \n",
              "        var popup_0efd8048017d2ee158b412c30ab9b84b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_466b3655f912479890d48d4d5afdc423 = $(`&lt;div id=&quot;html_466b3655f912479890d48d4d5afdc423&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_0efd8048017d2ee158b412c30ab9b84b.setContent(html_466b3655f912479890d48d4d5afdc423);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d40b3863dc09d4bb3bc1c79878994cb2.bindPopup(popup_0efd8048017d2ee158b412c30ab9b84b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_24a09b06f13f2fba56804a23ff76f48a = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e20f0d63381c9ca14fd12fbd3aa000f4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_24a09b06f13f2fba56804a23ff76f48a.setIcon(icon_e20f0d63381c9ca14fd12fbd3aa000f4);\n",
              "        \n",
              "    \n",
              "        var popup_3f15441557ee3d6ac85ce78349adf05d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bdd86d6b2a98e336ca6f4a90921e4913 = $(`&lt;div id=&quot;html_bdd86d6b2a98e336ca6f4a90921e4913&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_3f15441557ee3d6ac85ce78349adf05d.setContent(html_bdd86d6b2a98e336ca6f4a90921e4913);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_24a09b06f13f2fba56804a23ff76f48a.bindPopup(popup_3f15441557ee3d6ac85ce78349adf05d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ad694413587d08ebe5b3fbfa890cdf38 = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e1beda8ef68f8bd1c47d5e419ab64b10 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ad694413587d08ebe5b3fbfa890cdf38.setIcon(icon_e1beda8ef68f8bd1c47d5e419ab64b10);\n",
              "        \n",
              "    \n",
              "        var popup_2ee240d0cb9357bd6b0da56411d45049 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1aca7f750437ed9f073a0b4371d23b7f = $(`&lt;div id=&quot;html_1aca7f750437ed9f073a0b4371d23b7f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_2ee240d0cb9357bd6b0da56411d45049.setContent(html_1aca7f750437ed9f073a0b4371d23b7f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ad694413587d08ebe5b3fbfa890cdf38.bindPopup(popup_2ee240d0cb9357bd6b0da56411d45049)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f59da7431f1ce02bdea588b22d607465 = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e8ed41ca125b2bb87705123f8c7cc316 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f59da7431f1ce02bdea588b22d607465.setIcon(icon_e8ed41ca125b2bb87705123f8c7cc316);\n",
              "        \n",
              "    \n",
              "        var popup_e4760425177d3abc264a39b39956f022 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8613c2c0c4a66c219537ea9b1af6068e = $(`&lt;div id=&quot;html_8613c2c0c4a66c219537ea9b1af6068e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_e4760425177d3abc264a39b39956f022.setContent(html_8613c2c0c4a66c219537ea9b1af6068e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f59da7431f1ce02bdea588b22d607465.bindPopup(popup_e4760425177d3abc264a39b39956f022)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_55a3508c1f3e55cf4370066042011234 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f716b236dd50f4a4bf6ce6271a1b1313 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_55a3508c1f3e55cf4370066042011234.setIcon(icon_f716b236dd50f4a4bf6ce6271a1b1313);\n",
              "        \n",
              "    \n",
              "        var popup_3cd803fb10780d21a6cd62fc5d61f2cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_947db5502df4d07ee86a57814b43b3f7 = $(`&lt;div id=&quot;html_947db5502df4d07ee86a57814b43b3f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_3cd803fb10780d21a6cd62fc5d61f2cd.setContent(html_947db5502df4d07ee86a57814b43b3f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_55a3508c1f3e55cf4370066042011234.bindPopup(popup_3cd803fb10780d21a6cd62fc5d61f2cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cf040fc8be1584de42f7f5f45dc544ba = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dbebcf7ff900f8938a3c9232733ce930 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cf040fc8be1584de42f7f5f45dc544ba.setIcon(icon_dbebcf7ff900f8938a3c9232733ce930);\n",
              "        \n",
              "    \n",
              "        var popup_c497175aad62266f860a1cb3e66f05c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dbec430790ee2bf32f949a2dc4ff089b = $(`&lt;div id=&quot;html_dbec430790ee2bf32f949a2dc4ff089b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_c497175aad62266f860a1cb3e66f05c5.setContent(html_dbec430790ee2bf32f949a2dc4ff089b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cf040fc8be1584de42f7f5f45dc544ba.bindPopup(popup_c497175aad62266f860a1cb3e66f05c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_dfff9506eeca64b7a6a4a5d88807c4bd = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4b0921fb24942d00ce1542c6ceada375 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_dfff9506eeca64b7a6a4a5d88807c4bd.setIcon(icon_4b0921fb24942d00ce1542c6ceada375);\n",
              "        \n",
              "    \n",
              "        var popup_ef89c348f391f3623d11ce961617692a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7eff10b3cb2b2d461cb09b1c2229b7cb = $(`&lt;div id=&quot;html_7eff10b3cb2b2d461cb09b1c2229b7cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_ef89c348f391f3623d11ce961617692a.setContent(html_7eff10b3cb2b2d461cb09b1c2229b7cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_dfff9506eeca64b7a6a4a5d88807c4bd.bindPopup(popup_ef89c348f391f3623d11ce961617692a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6ee2e20dc4cf3780239522038f2e18ff = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_83292912e7262573fe0ab2fdcf1c5503 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6ee2e20dc4cf3780239522038f2e18ff.setIcon(icon_83292912e7262573fe0ab2fdcf1c5503);\n",
              "        \n",
              "    \n",
              "        var popup_614777ebce3411db05d9e2b4c8be80c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bcb9eb5df859fbc298608483b446799d = $(`&lt;div id=&quot;html_bcb9eb5df859fbc298608483b446799d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_614777ebce3411db05d9e2b4c8be80c0.setContent(html_bcb9eb5df859fbc298608483b446799d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6ee2e20dc4cf3780239522038f2e18ff.bindPopup(popup_614777ebce3411db05d9e2b4c8be80c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0a52b6c719005e6a36b0813606548121 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4c29793c089f10fa72e0ec9067a8f044 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0a52b6c719005e6a36b0813606548121.setIcon(icon_4c29793c089f10fa72e0ec9067a8f044);\n",
              "        \n",
              "    \n",
              "        var popup_3508a98bed19d0001a8fc21bedd3eec1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25c23801b4f461bde61154f5d12791fd = $(`&lt;div id=&quot;html_25c23801b4f461bde61154f5d12791fd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_3508a98bed19d0001a8fc21bedd3eec1.setContent(html_25c23801b4f461bde61154f5d12791fd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0a52b6c719005e6a36b0813606548121.bindPopup(popup_3508a98bed19d0001a8fc21bedd3eec1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3a02e8820fa31ebec09a9cc30565fc38 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fd0070714d81bed962d5091844b06a45 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3a02e8820fa31ebec09a9cc30565fc38.setIcon(icon_fd0070714d81bed962d5091844b06a45);\n",
              "        \n",
              "    \n",
              "        var popup_2608d8216f633169d4904fc8dfc14b9d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73607e37ccb9b58bf690e92e5132daf2 = $(`&lt;div id=&quot;html_73607e37ccb9b58bf690e92e5132daf2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_2608d8216f633169d4904fc8dfc14b9d.setContent(html_73607e37ccb9b58bf690e92e5132daf2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3a02e8820fa31ebec09a9cc30565fc38.bindPopup(popup_2608d8216f633169d4904fc8dfc14b9d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_24fde8f3edd1952a01986b04eb4d5b9e = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c3953b7f3483d5943e1a2dff21673f9a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_24fde8f3edd1952a01986b04eb4d5b9e.setIcon(icon_c3953b7f3483d5943e1a2dff21673f9a);\n",
              "        \n",
              "    \n",
              "        var popup_05305df097ed55f847afc142c8e79a91 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1e5deac13a3059f0ca7a26a2c1d6aab0 = $(`&lt;div id=&quot;html_1e5deac13a3059f0ca7a26a2c1d6aab0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_05305df097ed55f847afc142c8e79a91.setContent(html_1e5deac13a3059f0ca7a26a2c1d6aab0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_24fde8f3edd1952a01986b04eb4d5b9e.bindPopup(popup_05305df097ed55f847afc142c8e79a91)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_74f169b1097354de9bf792d5fb4dd1ba = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4c5a2ad87677ec6b33f26ca893a4a293 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_74f169b1097354de9bf792d5fb4dd1ba.setIcon(icon_4c5a2ad87677ec6b33f26ca893a4a293);\n",
              "        \n",
              "    \n",
              "        var popup_fa2e02792cf4f3b582197369a2e03dda = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f9f166c9eae2e0585d788a1facf75768 = $(`&lt;div id=&quot;html_f9f166c9eae2e0585d788a1facf75768&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_fa2e02792cf4f3b582197369a2e03dda.setContent(html_f9f166c9eae2e0585d788a1facf75768);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_74f169b1097354de9bf792d5fb4dd1ba.bindPopup(popup_fa2e02792cf4f3b582197369a2e03dda)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5c5322144008c2e8cbed98b2bcee94ef = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_71c2ef5a369738ded86fd84ba88b3930 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5c5322144008c2e8cbed98b2bcee94ef.setIcon(icon_71c2ef5a369738ded86fd84ba88b3930);\n",
              "        \n",
              "    \n",
              "        var popup_a7447f436ec44f5ed39cb2bf117cc23d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_398bfeda15479d4adfda1ca0b819b566 = $(`&lt;div id=&quot;html_398bfeda15479d4adfda1ca0b819b566&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_a7447f436ec44f5ed39cb2bf117cc23d.setContent(html_398bfeda15479d4adfda1ca0b819b566);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5c5322144008c2e8cbed98b2bcee94ef.bindPopup(popup_a7447f436ec44f5ed39cb2bf117cc23d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5023b6c6f2c5f7932e385b7c96fd8ef0 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4d863e355a1f69ce3e4c4dc701180876 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5023b6c6f2c5f7932e385b7c96fd8ef0.setIcon(icon_4d863e355a1f69ce3e4c4dc701180876);\n",
              "        \n",
              "    \n",
              "        var popup_aa2afd05dcf08da1d27688fb97fb8a44 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e7dacf6a7253861af3af09f95cb7ca11 = $(`&lt;div id=&quot;html_e7dacf6a7253861af3af09f95cb7ca11&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_aa2afd05dcf08da1d27688fb97fb8a44.setContent(html_e7dacf6a7253861af3af09f95cb7ca11);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5023b6c6f2c5f7932e385b7c96fd8ef0.bindPopup(popup_aa2afd05dcf08da1d27688fb97fb8a44)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_22b0fc12a2c9fc080535364f78fb318c = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5a816e6b123aaf24472ab02b89d9b2a9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_22b0fc12a2c9fc080535364f78fb318c.setIcon(icon_5a816e6b123aaf24472ab02b89d9b2a9);\n",
              "        \n",
              "    \n",
              "        var popup_1d0b3517fc217dcf4a24bba797adebc0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d23572939e0c08e64d69bab9d0ccbbac = $(`&lt;div id=&quot;html_d23572939e0c08e64d69bab9d0ccbbac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_1d0b3517fc217dcf4a24bba797adebc0.setContent(html_d23572939e0c08e64d69bab9d0ccbbac);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_22b0fc12a2c9fc080535364f78fb318c.bindPopup(popup_1d0b3517fc217dcf4a24bba797adebc0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_dbd658d4100c4f5a1e96fc2cafab523b = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4be85ba088eede0a05ce62143d343c2f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_dbd658d4100c4f5a1e96fc2cafab523b.setIcon(icon_4be85ba088eede0a05ce62143d343c2f);\n",
              "        \n",
              "    \n",
              "        var popup_e999ae0348cd648da90dae3ceb8eef52 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0a7489bc0f7e466d885a7deffa67e21 = $(`&lt;div id=&quot;html_a0a7489bc0f7e466d885a7deffa67e21&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_e999ae0348cd648da90dae3ceb8eef52.setContent(html_a0a7489bc0f7e466d885a7deffa67e21);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_dbd658d4100c4f5a1e96fc2cafab523b.bindPopup(popup_e999ae0348cd648da90dae3ceb8eef52)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_aa7c3b8081e3fad695ffbed0b3bd4979 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_738dde88f51168f6d2cdcab95636d032 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_aa7c3b8081e3fad695ffbed0b3bd4979.setIcon(icon_738dde88f51168f6d2cdcab95636d032);\n",
              "        \n",
              "    \n",
              "        var popup_6888ec02a441762850b671632a4d5995 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_36ea354242a88d42057e36a1da034abb = $(`&lt;div id=&quot;html_36ea354242a88d42057e36a1da034abb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_6888ec02a441762850b671632a4d5995.setContent(html_36ea354242a88d42057e36a1da034abb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_aa7c3b8081e3fad695ffbed0b3bd4979.bindPopup(popup_6888ec02a441762850b671632a4d5995)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_77646461e3cb82fdcbda3b52f4a62d3e = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d666f9ba01ab07f5019201faf314b4bc = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_77646461e3cb82fdcbda3b52f4a62d3e.setIcon(icon_d666f9ba01ab07f5019201faf314b4bc);\n",
              "        \n",
              "    \n",
              "        var popup_dfecf1c96acb32c3424500e892daae3a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5141b5e2d5e3e77bb48e969127f1124c = $(`&lt;div id=&quot;html_5141b5e2d5e3e77bb48e969127f1124c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_dfecf1c96acb32c3424500e892daae3a.setContent(html_5141b5e2d5e3e77bb48e969127f1124c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_77646461e3cb82fdcbda3b52f4a62d3e.bindPopup(popup_dfecf1c96acb32c3424500e892daae3a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_20363099e86f0039b8716ecfaa717950 = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_054a6288d0aa15ec089eafdc39dbf7ee = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_20363099e86f0039b8716ecfaa717950.setIcon(icon_054a6288d0aa15ec089eafdc39dbf7ee);\n",
              "        \n",
              "    \n",
              "        var popup_4f4eb6d03ae1568e2f0a7cad76671a78 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6f9f4ee90a14cad33b7039f609bd1bb3 = $(`&lt;div id=&quot;html_6f9f4ee90a14cad33b7039f609bd1bb3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_4f4eb6d03ae1568e2f0a7cad76671a78.setContent(html_6f9f4ee90a14cad33b7039f609bd1bb3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_20363099e86f0039b8716ecfaa717950.bindPopup(popup_4f4eb6d03ae1568e2f0a7cad76671a78)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_724b88d49f0de9bf367763ca0da6eb02 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f31f07fe033fe33583a84ba336e348c5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_724b88d49f0de9bf367763ca0da6eb02.setIcon(icon_f31f07fe033fe33583a84ba336e348c5);\n",
              "        \n",
              "    \n",
              "        var popup_810e3c329c46c7838cc4b852e7291708 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1fa54e0ade03a2a5d3188d72ddb89eb1 = $(`&lt;div id=&quot;html_1fa54e0ade03a2a5d3188d72ddb89eb1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_810e3c329c46c7838cc4b852e7291708.setContent(html_1fa54e0ade03a2a5d3188d72ddb89eb1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_724b88d49f0de9bf367763ca0da6eb02.bindPopup(popup_810e3c329c46c7838cc4b852e7291708)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f2d4742cd6e1e4db139edb5d0660e6cd = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_3fa82fb1f20995882882d66d9c06360f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f2d4742cd6e1e4db139edb5d0660e6cd.setIcon(icon_3fa82fb1f20995882882d66d9c06360f);\n",
              "        \n",
              "    \n",
              "        var popup_15f17c6262056a5f77e7f9e9e08a49b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ab8649a58f385b065b7e30b282ed9d6a = $(`&lt;div id=&quot;html_ab8649a58f385b065b7e30b282ed9d6a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_15f17c6262056a5f77e7f9e9e08a49b3.setContent(html_ab8649a58f385b065b7e30b282ed9d6a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f2d4742cd6e1e4db139edb5d0660e6cd.bindPopup(popup_15f17c6262056a5f77e7f9e9e08a49b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_14cbde6ba0865fb3ccde44fdf8d74f77 = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_282d20012d476b13d03e8297cdf5fbf5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_14cbde6ba0865fb3ccde44fdf8d74f77.setIcon(icon_282d20012d476b13d03e8297cdf5fbf5);\n",
              "        \n",
              "    \n",
              "        var popup_0115334165fd0145e00baaa71918d95a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_318dc929f445febc5bd7cda309e4b543 = $(`&lt;div id=&quot;html_318dc929f445febc5bd7cda309e4b543&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_0115334165fd0145e00baaa71918d95a.setContent(html_318dc929f445febc5bd7cda309e4b543);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_14cbde6ba0865fb3ccde44fdf8d74f77.bindPopup(popup_0115334165fd0145e00baaa71918d95a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a309452a9241bac5fa888c510135769d = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a4d518059ea3ed55eb846072ca6a95ce = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a309452a9241bac5fa888c510135769d.setIcon(icon_a4d518059ea3ed55eb846072ca6a95ce);\n",
              "        \n",
              "    \n",
              "        var popup_2ffad0ace8e695a1f148de1b9a4b8cc4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bfe02a4ed1034350d6bffc5cefea4a1b = $(`&lt;div id=&quot;html_bfe02a4ed1034350d6bffc5cefea4a1b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_2ffad0ace8e695a1f148de1b9a4b8cc4.setContent(html_bfe02a4ed1034350d6bffc5cefea4a1b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a309452a9241bac5fa888c510135769d.bindPopup(popup_2ffad0ace8e695a1f148de1b9a4b8cc4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_712726ff1f331b8f198a2d1fee2fea88 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7e15c0067ba829dec715c0c78413fcb8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_712726ff1f331b8f198a2d1fee2fea88.setIcon(icon_7e15c0067ba829dec715c0c78413fcb8);\n",
              "        \n",
              "    \n",
              "        var popup_c79d7fd587b61751c78cc6f435168cfa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bbbec919bbe5e9cad6bddc69159006bc = $(`&lt;div id=&quot;html_bbbec919bbe5e9cad6bddc69159006bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_c79d7fd587b61751c78cc6f435168cfa.setContent(html_bbbec919bbe5e9cad6bddc69159006bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_712726ff1f331b8f198a2d1fee2fea88.bindPopup(popup_c79d7fd587b61751c78cc6f435168cfa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5bfcac279e07a472d0610350584e83f3 = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_37708c47c1b6d68b67c882f04fc42281 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5bfcac279e07a472d0610350584e83f3.setIcon(icon_37708c47c1b6d68b67c882f04fc42281);\n",
              "        \n",
              "    \n",
              "        var popup_51f985a99806ebf877dfae78943f4fad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_280cdc3e47d6dde9cea21f46c4dd38b4 = $(`&lt;div id=&quot;html_280cdc3e47d6dde9cea21f46c4dd38b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_51f985a99806ebf877dfae78943f4fad.setContent(html_280cdc3e47d6dde9cea21f46c4dd38b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5bfcac279e07a472d0610350584e83f3.bindPopup(popup_51f985a99806ebf877dfae78943f4fad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_eb72c2f565f3f9ef8b98680c2fe7713c = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_93b085bc838e4df301ed9e7c426a9478 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_eb72c2f565f3f9ef8b98680c2fe7713c.setIcon(icon_93b085bc838e4df301ed9e7c426a9478);\n",
              "        \n",
              "    \n",
              "        var popup_2231325ddd4376e7e877944be3ca638f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a633732a1aa473e49ccfd7e2d42be5bb = $(`&lt;div id=&quot;html_a633732a1aa473e49ccfd7e2d42be5bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_2231325ddd4376e7e877944be3ca638f.setContent(html_a633732a1aa473e49ccfd7e2d42be5bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_eb72c2f565f3f9ef8b98680c2fe7713c.bindPopup(popup_2231325ddd4376e7e877944be3ca638f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1c72c4f2684563f7bcbced4fa5691a82 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_913579d935ce7c717f862e590d92ece3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1c72c4f2684563f7bcbced4fa5691a82.setIcon(icon_913579d935ce7c717f862e590d92ece3);\n",
              "        \n",
              "    \n",
              "        var popup_d6d26d019438832143aa705a25a9e9b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_574438dde9b5b5e29e8590fe92290c0a = $(`&lt;div id=&quot;html_574438dde9b5b5e29e8590fe92290c0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_d6d26d019438832143aa705a25a9e9b7.setContent(html_574438dde9b5b5e29e8590fe92290c0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1c72c4f2684563f7bcbced4fa5691a82.bindPopup(popup_d6d26d019438832143aa705a25a9e9b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4441bd847661982f5511ec471b1485c4 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cc2c5fc8f5f705a93a1a22ee71e1eec9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4441bd847661982f5511ec471b1485c4.setIcon(icon_cc2c5fc8f5f705a93a1a22ee71e1eec9);\n",
              "        \n",
              "    \n",
              "        var popup_86bcd902add297471ba0088b545b157c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f3a2810ba3a6822b5c7a1e7c53f086f9 = $(`&lt;div id=&quot;html_f3a2810ba3a6822b5c7a1e7c53f086f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_86bcd902add297471ba0088b545b157c.setContent(html_f3a2810ba3a6822b5c7a1e7c53f086f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4441bd847661982f5511ec471b1485c4.bindPopup(popup_86bcd902add297471ba0088b545b157c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d4ab7f6fc322cc0e94d57f7c29f800f1 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6a5fabc7153f2950505b995449c881c2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d4ab7f6fc322cc0e94d57f7c29f800f1.setIcon(icon_6a5fabc7153f2950505b995449c881c2);\n",
              "        \n",
              "    \n",
              "        var popup_4c16adc3f0c786413ff1c5bb432a8e7f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_847e110549e8f1216b95e08457a8e8c2 = $(`&lt;div id=&quot;html_847e110549e8f1216b95e08457a8e8c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_4c16adc3f0c786413ff1c5bb432a8e7f.setContent(html_847e110549e8f1216b95e08457a8e8c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d4ab7f6fc322cc0e94d57f7c29f800f1.bindPopup(popup_4c16adc3f0c786413ff1c5bb432a8e7f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a1d1bcab32d87ac12b04ced5e83c7e4c = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_879fbdf4b43457fa69585511cc3a4ea9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a1d1bcab32d87ac12b04ced5e83c7e4c.setIcon(icon_879fbdf4b43457fa69585511cc3a4ea9);\n",
              "        \n",
              "    \n",
              "        var popup_066fd93aeee4c9126757e20a9519b120 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b528faf721e7d640a77d562e83cfc3e9 = $(`&lt;div id=&quot;html_b528faf721e7d640a77d562e83cfc3e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_066fd93aeee4c9126757e20a9519b120.setContent(html_b528faf721e7d640a77d562e83cfc3e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a1d1bcab32d87ac12b04ced5e83c7e4c.bindPopup(popup_066fd93aeee4c9126757e20a9519b120)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_863ff090ebd2dcfdae2679bb9009ea54 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_58d5973d668a27372cc0ad1367ed62c5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_863ff090ebd2dcfdae2679bb9009ea54.setIcon(icon_58d5973d668a27372cc0ad1367ed62c5);\n",
              "        \n",
              "    \n",
              "        var popup_fa17f75bc86a44c79cb7ab01c0c3675c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c114ff9d64c3de72b170aed5cb432aea = $(`&lt;div id=&quot;html_c114ff9d64c3de72b170aed5cb432aea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_fa17f75bc86a44c79cb7ab01c0c3675c.setContent(html_c114ff9d64c3de72b170aed5cb432aea);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_863ff090ebd2dcfdae2679bb9009ea54.bindPopup(popup_fa17f75bc86a44c79cb7ab01c0c3675c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e6b5e8cebb13118df6186b06209d6d3a = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8d48053ff94e731b922a626b684b2129 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e6b5e8cebb13118df6186b06209d6d3a.setIcon(icon_8d48053ff94e731b922a626b684b2129);\n",
              "        \n",
              "    \n",
              "        var popup_fe530a2929877366d0aacb4d16901adc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a8ea44b833ca51833413e27f60293b3 = $(`&lt;div id=&quot;html_9a8ea44b833ca51833413e27f60293b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_fe530a2929877366d0aacb4d16901adc.setContent(html_9a8ea44b833ca51833413e27f60293b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e6b5e8cebb13118df6186b06209d6d3a.bindPopup(popup_fe530a2929877366d0aacb4d16901adc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_70f63678f38b9c9a9f475061717fdb0a = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bc2b412d2ae9d239efcb135ab0a8327b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_70f63678f38b9c9a9f475061717fdb0a.setIcon(icon_bc2b412d2ae9d239efcb135ab0a8327b);\n",
              "        \n",
              "    \n",
              "        var popup_1d884b8bffb331304d67f0d0cadba7e6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0165dab7540747c1b9c8109640101156 = $(`&lt;div id=&quot;html_0165dab7540747c1b9c8109640101156&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_1d884b8bffb331304d67f0d0cadba7e6.setContent(html_0165dab7540747c1b9c8109640101156);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_70f63678f38b9c9a9f475061717fdb0a.bindPopup(popup_1d884b8bffb331304d67f0d0cadba7e6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7994d01c13238dbeb00ff3d05795665d = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_3fe67737410afd4b58ce5b5182b1783d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7994d01c13238dbeb00ff3d05795665d.setIcon(icon_3fe67737410afd4b58ce5b5182b1783d);\n",
              "        \n",
              "    \n",
              "        var popup_a34adfe5015067e1acc04a7412fc3a75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5df397429e3fdc7222b50f38d0413aa6 = $(`&lt;div id=&quot;html_5df397429e3fdc7222b50f38d0413aa6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_a34adfe5015067e1acc04a7412fc3a75.setContent(html_5df397429e3fdc7222b50f38d0413aa6);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7994d01c13238dbeb00ff3d05795665d.bindPopup(popup_a34adfe5015067e1acc04a7412fc3a75)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f64d5b2a4aa381b96ea03b0fa616a08d = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_384e19cd74d8d43642734149675dcaa6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f64d5b2a4aa381b96ea03b0fa616a08d.setIcon(icon_384e19cd74d8d43642734149675dcaa6);\n",
              "        \n",
              "    \n",
              "        var popup_efba26b30e42a47aa5541b699ec04370 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_569ec12549010d5dd62f7ea4573ffc9c = $(`&lt;div id=&quot;html_569ec12549010d5dd62f7ea4573ffc9c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_efba26b30e42a47aa5541b699ec04370.setContent(html_569ec12549010d5dd62f7ea4573ffc9c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f64d5b2a4aa381b96ea03b0fa616a08d.bindPopup(popup_efba26b30e42a47aa5541b699ec04370)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3e23644bf49fefc1352c598995ed93c8 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6eb0d9dd50dec4f28d80cbdd5f3f6e5e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3e23644bf49fefc1352c598995ed93c8.setIcon(icon_6eb0d9dd50dec4f28d80cbdd5f3f6e5e);\n",
              "        \n",
              "    \n",
              "        var popup_5673e7b8f3c5cad7465de9d0a2378cfd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2dc44ed8848ec3be21ec8b983ab28fd = $(`&lt;div id=&quot;html_f2dc44ed8848ec3be21ec8b983ab28fd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_5673e7b8f3c5cad7465de9d0a2378cfd.setContent(html_f2dc44ed8848ec3be21ec8b983ab28fd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3e23644bf49fefc1352c598995ed93c8.bindPopup(popup_5673e7b8f3c5cad7465de9d0a2378cfd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d7ef82c1694204a8717cec2fa3efdd19 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_38f3d7ef230311213a3ad1cacac446ff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d7ef82c1694204a8717cec2fa3efdd19.setIcon(icon_38f3d7ef230311213a3ad1cacac446ff);\n",
              "        \n",
              "    \n",
              "        var popup_39390e1475307f08f1c3785fd2931fcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_01cd4b09531719c6a1c74fac52366269 = $(`&lt;div id=&quot;html_01cd4b09531719c6a1c74fac52366269&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_39390e1475307f08f1c3785fd2931fcf.setContent(html_01cd4b09531719c6a1c74fac52366269);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d7ef82c1694204a8717cec2fa3efdd19.bindPopup(popup_39390e1475307f08f1c3785fd2931fcf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e8a7ab79587a10ab206d98445c33ecbe = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_521dbe5519b448fb60a512f39988a183 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e8a7ab79587a10ab206d98445c33ecbe.setIcon(icon_521dbe5519b448fb60a512f39988a183);\n",
              "        \n",
              "    \n",
              "        var popup_1cad045c1163ec1c60e1a9cf4ef40cde = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2e26bbb45e569997ef86d87c4870486 = $(`&lt;div id=&quot;html_f2e26bbb45e569997ef86d87c4870486&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_1cad045c1163ec1c60e1a9cf4ef40cde.setContent(html_f2e26bbb45e569997ef86d87c4870486);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e8a7ab79587a10ab206d98445c33ecbe.bindPopup(popup_1cad045c1163ec1c60e1a9cf4ef40cde)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c1705d3089159b42953ab77892430cdb = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ab412380f3518aec1297e361561e8b56 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c1705d3089159b42953ab77892430cdb.setIcon(icon_ab412380f3518aec1297e361561e8b56);\n",
              "        \n",
              "    \n",
              "        var popup_99436603d52ce2d708d9bdf1b5cb8697 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06d09810d82fbfacc9bf8b3e5d9e7e5f = $(`&lt;div id=&quot;html_06d09810d82fbfacc9bf8b3e5d9e7e5f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_99436603d52ce2d708d9bdf1b5cb8697.setContent(html_06d09810d82fbfacc9bf8b3e5d9e7e5f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c1705d3089159b42953ab77892430cdb.bindPopup(popup_99436603d52ce2d708d9bdf1b5cb8697)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_272d459180e330703ea208bb6457956e = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e9154f480a32b8aebce019da4234b0e6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_272d459180e330703ea208bb6457956e.setIcon(icon_e9154f480a32b8aebce019da4234b0e6);\n",
              "        \n",
              "    \n",
              "        var popup_53c09649dbeafe5dc41bcdcd46e93eb3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc505263e025e93aa08abc08b7eae8cb = $(`&lt;div id=&quot;html_dc505263e025e93aa08abc08b7eae8cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_53c09649dbeafe5dc41bcdcd46e93eb3.setContent(html_dc505263e025e93aa08abc08b7eae8cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_272d459180e330703ea208bb6457956e.bindPopup(popup_53c09649dbeafe5dc41bcdcd46e93eb3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_26d8dd04345295907120eff972faadf4 = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bfd855a9158c93182737fccbe071c157 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_26d8dd04345295907120eff972faadf4.setIcon(icon_bfd855a9158c93182737fccbe071c157);\n",
              "        \n",
              "    \n",
              "        var popup_39eaf2f5d23156a9f9a8e46538bd2921 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb9e4c12c757829947983397883caf73 = $(`&lt;div id=&quot;html_bb9e4c12c757829947983397883caf73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_39eaf2f5d23156a9f9a8e46538bd2921.setContent(html_bb9e4c12c757829947983397883caf73);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_26d8dd04345295907120eff972faadf4.bindPopup(popup_39eaf2f5d23156a9f9a8e46538bd2921)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d35b4c34bacb1eff06bff0dcaf0fdbaf = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e1c2a1c508b2e8efaf6074682121619a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d35b4c34bacb1eff06bff0dcaf0fdbaf.setIcon(icon_e1c2a1c508b2e8efaf6074682121619a);\n",
              "        \n",
              "    \n",
              "        var popup_994496d858e9761f472dff5ee26c4db9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_37fcb8e5d6e711c5030ed862f94b2352 = $(`&lt;div id=&quot;html_37fcb8e5d6e711c5030ed862f94b2352&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_994496d858e9761f472dff5ee26c4db9.setContent(html_37fcb8e5d6e711c5030ed862f94b2352);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d35b4c34bacb1eff06bff0dcaf0fdbaf.bindPopup(popup_994496d858e9761f472dff5ee26c4db9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_71a2783b27a4e48f6cc8b7721dffd3d1 = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ed3e3f557989e1ca5e89a159ff2294da = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_71a2783b27a4e48f6cc8b7721dffd3d1.setIcon(icon_ed3e3f557989e1ca5e89a159ff2294da);\n",
              "        \n",
              "    \n",
              "        var popup_580575bbd97c33c7b46d5eacaa779a76 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a4a9ed8c85108abebc9cb774f976c1ec = $(`&lt;div id=&quot;html_a4a9ed8c85108abebc9cb774f976c1ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_580575bbd97c33c7b46d5eacaa779a76.setContent(html_a4a9ed8c85108abebc9cb774f976c1ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_71a2783b27a4e48f6cc8b7721dffd3d1.bindPopup(popup_580575bbd97c33c7b46d5eacaa779a76)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7525f11c574a46d7e0a2e48750713733 = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7accbab360a8f7508a9edc50df045714 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7525f11c574a46d7e0a2e48750713733.setIcon(icon_7accbab360a8f7508a9edc50df045714);\n",
              "        \n",
              "    \n",
              "        var popup_576507ae1ddbce39ca999d90d5819a40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b64e9061d7ecd4394925b93b581d0dc5 = $(`&lt;div id=&quot;html_b64e9061d7ecd4394925b93b581d0dc5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_576507ae1ddbce39ca999d90d5819a40.setContent(html_b64e9061d7ecd4394925b93b581d0dc5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7525f11c574a46d7e0a2e48750713733.bindPopup(popup_576507ae1ddbce39ca999d90d5819a40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d03418de349404021a342b976bb114e8 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0fa5ecb19f9237589820cd0cde1105bf = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d03418de349404021a342b976bb114e8.setIcon(icon_0fa5ecb19f9237589820cd0cde1105bf);\n",
              "        \n",
              "    \n",
              "        var popup_ce0f66589820986a1de5cf0b52fe35b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_49dfc8bfdb8c3684f19ed6c07ef8cc90 = $(`&lt;div id=&quot;html_49dfc8bfdb8c3684f19ed6c07ef8cc90&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_ce0f66589820986a1de5cf0b52fe35b7.setContent(html_49dfc8bfdb8c3684f19ed6c07ef8cc90);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d03418de349404021a342b976bb114e8.bindPopup(popup_ce0f66589820986a1de5cf0b52fe35b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b278f4efe0e68cd96e9708c3bd161837 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_04741642190650f09b1f332580125211 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b278f4efe0e68cd96e9708c3bd161837.setIcon(icon_04741642190650f09b1f332580125211);\n",
              "        \n",
              "    \n",
              "        var popup_eda939534d4dac379adb8ec0524f19f8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8bc13e5a8318faf2f95beba5e675fa4f = $(`&lt;div id=&quot;html_8bc13e5a8318faf2f95beba5e675fa4f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_eda939534d4dac379adb8ec0524f19f8.setContent(html_8bc13e5a8318faf2f95beba5e675fa4f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b278f4efe0e68cd96e9708c3bd161837.bindPopup(popup_eda939534d4dac379adb8ec0524f19f8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d0d5eeae4909809d04872a6b813c5d1a = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d064750e91d908159e227bec27689139 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d0d5eeae4909809d04872a6b813c5d1a.setIcon(icon_d064750e91d908159e227bec27689139);\n",
              "        \n",
              "    \n",
              "        var popup_eeb45f58203af58b5b5d502b4a98b110 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20325857c88ccb4ead77e7597e7f38b8 = $(`&lt;div id=&quot;html_20325857c88ccb4ead77e7597e7f38b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_eeb45f58203af58b5b5d502b4a98b110.setContent(html_20325857c88ccb4ead77e7597e7f38b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d0d5eeae4909809d04872a6b813c5d1a.bindPopup(popup_eeb45f58203af58b5b5d502b4a98b110)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_25e0ff4dd32a71a262a7f04655ccbcd9 = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_aefc89e184284035b5ea70b850cbf37d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_25e0ff4dd32a71a262a7f04655ccbcd9.setIcon(icon_aefc89e184284035b5ea70b850cbf37d);\n",
              "        \n",
              "    \n",
              "        var popup_c92211d7dcf042124e0cd625d46eebcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72998724a0b63beb658c1bfd2e74cc01 = $(`&lt;div id=&quot;html_72998724a0b63beb658c1bfd2e74cc01&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_c92211d7dcf042124e0cd625d46eebcf.setContent(html_72998724a0b63beb658c1bfd2e74cc01);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_25e0ff4dd32a71a262a7f04655ccbcd9.bindPopup(popup_c92211d7dcf042124e0cd625d46eebcf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_811d6b8d23c2c449f4f201ddd8facbb2 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ea2e83032517b52d3e435c132fbf031f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_811d6b8d23c2c449f4f201ddd8facbb2.setIcon(icon_ea2e83032517b52d3e435c132fbf031f);\n",
              "        \n",
              "    \n",
              "        var popup_8101d4c6586b3032fed0b6baf43852e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_06213c1b66a99b0b9172e5044e51200c = $(`&lt;div id=&quot;html_06213c1b66a99b0b9172e5044e51200c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_8101d4c6586b3032fed0b6baf43852e9.setContent(html_06213c1b66a99b0b9172e5044e51200c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_811d6b8d23c2c449f4f201ddd8facbb2.bindPopup(popup_8101d4c6586b3032fed0b6baf43852e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d45b4db02d88fcb158c24c765373f7c2 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_53e5800784a7400ed99ebb0f77806988 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d45b4db02d88fcb158c24c765373f7c2.setIcon(icon_53e5800784a7400ed99ebb0f77806988);\n",
              "        \n",
              "    \n",
              "        var popup_7b015ec831638c6b864c69d92aada9ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6eff8bf0f880c520352d9791e58361a = $(`&lt;div id=&quot;html_e6eff8bf0f880c520352d9791e58361a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_7b015ec831638c6b864c69d92aada9ba.setContent(html_e6eff8bf0f880c520352d9791e58361a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d45b4db02d88fcb158c24c765373f7c2.bindPopup(popup_7b015ec831638c6b864c69d92aada9ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_509c968f0b8df9041f975a6f467bad2b = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_710806bb15f25e595bc6f9f97a5f704d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_509c968f0b8df9041f975a6f467bad2b.setIcon(icon_710806bb15f25e595bc6f9f97a5f704d);\n",
              "        \n",
              "    \n",
              "        var popup_512213f4d2858f0618f2d97e2b06b84c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_40c7b8f80e1417ec3f42208c78b8d1be = $(`&lt;div id=&quot;html_40c7b8f80e1417ec3f42208c78b8d1be&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_512213f4d2858f0618f2d97e2b06b84c.setContent(html_40c7b8f80e1417ec3f42208c78b8d1be);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_509c968f0b8df9041f975a6f467bad2b.bindPopup(popup_512213f4d2858f0618f2d97e2b06b84c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_25a0b2b12e3a7cf4b154d0853fa9bfb6 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9df3cb88284a8bf16cf65c4aec021660 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_25a0b2b12e3a7cf4b154d0853fa9bfb6.setIcon(icon_9df3cb88284a8bf16cf65c4aec021660);\n",
              "        \n",
              "    \n",
              "        var popup_35481c30112d267f47b5fdc011df919e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d8ab5e6a9469ccc13d0f0a3e9d0fd48 = $(`&lt;div id=&quot;html_1d8ab5e6a9469ccc13d0f0a3e9d0fd48&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_35481c30112d267f47b5fdc011df919e.setContent(html_1d8ab5e6a9469ccc13d0f0a3e9d0fd48);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_25a0b2b12e3a7cf4b154d0853fa9bfb6.bindPopup(popup_35481c30112d267f47b5fdc011df919e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_96afac52ee7a0c2bee22879986468182 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1009ebdfb747b2dd25e5e8bd4b0b8766 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_96afac52ee7a0c2bee22879986468182.setIcon(icon_1009ebdfb747b2dd25e5e8bd4b0b8766);\n",
              "        \n",
              "    \n",
              "        var popup_b6e0386b58ebfbf83cb12d3b61fcc8cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_31c4990fc7ea209d72a8d357c33028c0 = $(`&lt;div id=&quot;html_31c4990fc7ea209d72a8d357c33028c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_b6e0386b58ebfbf83cb12d3b61fcc8cd.setContent(html_31c4990fc7ea209d72a8d357c33028c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_96afac52ee7a0c2bee22879986468182.bindPopup(popup_b6e0386b58ebfbf83cb12d3b61fcc8cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_36f7dee8470091b1bca8ab9d38722672 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_238f4a7eb07ce5226f79117e8c1fd93e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_36f7dee8470091b1bca8ab9d38722672.setIcon(icon_238f4a7eb07ce5226f79117e8c1fd93e);\n",
              "        \n",
              "    \n",
              "        var popup_b9aee84ae8ee28e08df6019db116e426 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_30383323a281ae7befc0dd0be92c2e62 = $(`&lt;div id=&quot;html_30383323a281ae7befc0dd0be92c2e62&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_b9aee84ae8ee28e08df6019db116e426.setContent(html_30383323a281ae7befc0dd0be92c2e62);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_36f7dee8470091b1bca8ab9d38722672.bindPopup(popup_b9aee84ae8ee28e08df6019db116e426)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f441e1308743ced4214c60d3e4e51e93 = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2981828eda46148dd85c6211f543c4dd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f441e1308743ced4214c60d3e4e51e93.setIcon(icon_2981828eda46148dd85c6211f543c4dd);\n",
              "        \n",
              "    \n",
              "        var popup_862d6ce033b1c09b73bb449b96e83913 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8cfd8582999f9e1986a2140f5955039 = $(`&lt;div id=&quot;html_c8cfd8582999f9e1986a2140f5955039&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_862d6ce033b1c09b73bb449b96e83913.setContent(html_c8cfd8582999f9e1986a2140f5955039);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f441e1308743ced4214c60d3e4e51e93.bindPopup(popup_862d6ce033b1c09b73bb449b96e83913)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_babfaa79cd16c928f8e8c755ad68589c = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fbe380989f5a40792f6a5090d88c14b1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_babfaa79cd16c928f8e8c755ad68589c.setIcon(icon_fbe380989f5a40792f6a5090d88c14b1);\n",
              "        \n",
              "    \n",
              "        var popup_e84d1ad2817eddd3f168c38d8d2c8158 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b975354789dd41740405683134aef93 = $(`&lt;div id=&quot;html_1b975354789dd41740405683134aef93&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_e84d1ad2817eddd3f168c38d8d2c8158.setContent(html_1b975354789dd41740405683134aef93);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_babfaa79cd16c928f8e8c755ad68589c.bindPopup(popup_e84d1ad2817eddd3f168c38d8d2c8158)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a8179b51ad64d12a91f339a8e87eb892 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8c72b27120d1cce9a2b67f0692013e96 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a8179b51ad64d12a91f339a8e87eb892.setIcon(icon_8c72b27120d1cce9a2b67f0692013e96);\n",
              "        \n",
              "    \n",
              "        var popup_d38a991adae31e83cf2f557ceced33d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3cd5ae64242041ca1eca4fc16caaea49 = $(`&lt;div id=&quot;html_3cd5ae64242041ca1eca4fc16caaea49&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_d38a991adae31e83cf2f557ceced33d6.setContent(html_3cd5ae64242041ca1eca4fc16caaea49);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a8179b51ad64d12a91f339a8e87eb892.bindPopup(popup_d38a991adae31e83cf2f557ceced33d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d2a2cce46083f7cf698573bd8debe988 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_28696222517c06a2b55bf42b53175ef2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d2a2cce46083f7cf698573bd8debe988.setIcon(icon_28696222517c06a2b55bf42b53175ef2);\n",
              "        \n",
              "    \n",
              "        var popup_2dc73a5e47d8c474a64ec9616e1aad75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1cf5cb474c7518eb021b0e0131ed0f58 = $(`&lt;div id=&quot;html_1cf5cb474c7518eb021b0e0131ed0f58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_2dc73a5e47d8c474a64ec9616e1aad75.setContent(html_1cf5cb474c7518eb021b0e0131ed0f58);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d2a2cce46083f7cf698573bd8debe988.bindPopup(popup_2dc73a5e47d8c474a64ec9616e1aad75)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7c12dd9f780ea3d579c0db57f8c0fd7b = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_eaaa0a753e7daa9c1c92d0ee3a9047dc = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7c12dd9f780ea3d579c0db57f8c0fd7b.setIcon(icon_eaaa0a753e7daa9c1c92d0ee3a9047dc);\n",
              "        \n",
              "    \n",
              "        var popup_9cbc62ea07def70c4d57943634cf8f0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_096e783ab00341345c5419b5ee1c0e71 = $(`&lt;div id=&quot;html_096e783ab00341345c5419b5ee1c0e71&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_9cbc62ea07def70c4d57943634cf8f0b.setContent(html_096e783ab00341345c5419b5ee1c0e71);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7c12dd9f780ea3d579c0db57f8c0fd7b.bindPopup(popup_9cbc62ea07def70c4d57943634cf8f0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_66c914ec303787d6e517f3bebbbe9194 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_35f8f9defeb188c6cc88182d725907dd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_66c914ec303787d6e517f3bebbbe9194.setIcon(icon_35f8f9defeb188c6cc88182d725907dd);\n",
              "        \n",
              "    \n",
              "        var popup_74dec9964216843ff4d67c940af2413a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb5dbce590a1eb1c712aaf71da73e7e9 = $(`&lt;div id=&quot;html_bb5dbce590a1eb1c712aaf71da73e7e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_74dec9964216843ff4d67c940af2413a.setContent(html_bb5dbce590a1eb1c712aaf71da73e7e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_66c914ec303787d6e517f3bebbbe9194.bindPopup(popup_74dec9964216843ff4d67c940af2413a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_acbba66f31b9c61eeeb9539eccdbb295 = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c46f93494513632fe7f7ddc633d1bb71 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_acbba66f31b9c61eeeb9539eccdbb295.setIcon(icon_c46f93494513632fe7f7ddc633d1bb71);\n",
              "        \n",
              "    \n",
              "        var popup_7f7d30d8063150c419c005825e1deec2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09dbfc517449ab21f07ef13b0a952305 = $(`&lt;div id=&quot;html_09dbfc517449ab21f07ef13b0a952305&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_7f7d30d8063150c419c005825e1deec2.setContent(html_09dbfc517449ab21f07ef13b0a952305);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_acbba66f31b9c61eeeb9539eccdbb295.bindPopup(popup_7f7d30d8063150c419c005825e1deec2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6ae33424dc0e8c7be0b0095f75026c85 = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_095eee2c5862c364e2459e646840d26d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6ae33424dc0e8c7be0b0095f75026c85.setIcon(icon_095eee2c5862c364e2459e646840d26d);\n",
              "        \n",
              "    \n",
              "        var popup_66370843cda6af8d972852e7be9327dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5d79c276bb8573666055ee5fe82aa6b7 = $(`&lt;div id=&quot;html_5d79c276bb8573666055ee5fe82aa6b7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_66370843cda6af8d972852e7be9327dc.setContent(html_5d79c276bb8573666055ee5fe82aa6b7);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6ae33424dc0e8c7be0b0095f75026c85.bindPopup(popup_66370843cda6af8d972852e7be9327dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5e3848b7c74c9baffc5adb6f4f247e1d = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9258f1d33464450fdb24182df25f416a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5e3848b7c74c9baffc5adb6f4f247e1d.setIcon(icon_9258f1d33464450fdb24182df25f416a);\n",
              "        \n",
              "    \n",
              "        var popup_5edc23756eb2477306dbcb43b560165e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1f5ca4c10200ea9fd8a5969414d3ecb0 = $(`&lt;div id=&quot;html_1f5ca4c10200ea9fd8a5969414d3ecb0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_5edc23756eb2477306dbcb43b560165e.setContent(html_1f5ca4c10200ea9fd8a5969414d3ecb0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5e3848b7c74c9baffc5adb6f4f247e1d.bindPopup(popup_5edc23756eb2477306dbcb43b560165e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cf8785f1522656d22328d197c68c58c8 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_921d6285d9a96bf4992f8ffbd6427c89 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cf8785f1522656d22328d197c68c58c8.setIcon(icon_921d6285d9a96bf4992f8ffbd6427c89);\n",
              "        \n",
              "    \n",
              "        var popup_92749b325bee4144f1869a6a660894d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6dda23b00890c0866e38a71c8448791a = $(`&lt;div id=&quot;html_6dda23b00890c0866e38a71c8448791a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_92749b325bee4144f1869a6a660894d1.setContent(html_6dda23b00890c0866e38a71c8448791a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cf8785f1522656d22328d197c68c58c8.bindPopup(popup_92749b325bee4144f1869a6a660894d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6ebb3d456b3026fa9cddc9c094036343 = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_460185403ec8e4f35d20298ea3220bc6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6ebb3d456b3026fa9cddc9c094036343.setIcon(icon_460185403ec8e4f35d20298ea3220bc6);\n",
              "        \n",
              "    \n",
              "        var popup_e78f2f93a01e57332fbe704505a30343 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2240a44ac2692153f9d71dc1569d87d = $(`&lt;div id=&quot;html_f2240a44ac2692153f9d71dc1569d87d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_e78f2f93a01e57332fbe704505a30343.setContent(html_f2240a44ac2692153f9d71dc1569d87d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6ebb3d456b3026fa9cddc9c094036343.bindPopup(popup_e78f2f93a01e57332fbe704505a30343)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0864a53f46715ac5875c2b291a9a005c = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d1e6463cb5637f8e671ec7ec3b544fa4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0864a53f46715ac5875c2b291a9a005c.setIcon(icon_d1e6463cb5637f8e671ec7ec3b544fa4);\n",
              "        \n",
              "    \n",
              "        var popup_fc81b81b8a56dc9bbc9a1dd61a19b976 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a146f17749429dad37bc820d0acda92 = $(`&lt;div id=&quot;html_0a146f17749429dad37bc820d0acda92&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_fc81b81b8a56dc9bbc9a1dd61a19b976.setContent(html_0a146f17749429dad37bc820d0acda92);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0864a53f46715ac5875c2b291a9a005c.bindPopup(popup_fc81b81b8a56dc9bbc9a1dd61a19b976)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cb15d079c5f35152b42136d3166f443a = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_edbfa665c5226ed1e407a548986e396b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cb15d079c5f35152b42136d3166f443a.setIcon(icon_edbfa665c5226ed1e407a548986e396b);\n",
              "        \n",
              "    \n",
              "        var popup_c3a0d0d89a84856b2993b1adc5c1acb8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed0b7e85a3251de1b37bcdaf4a82603c = $(`&lt;div id=&quot;html_ed0b7e85a3251de1b37bcdaf4a82603c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_c3a0d0d89a84856b2993b1adc5c1acb8.setContent(html_ed0b7e85a3251de1b37bcdaf4a82603c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cb15d079c5f35152b42136d3166f443a.bindPopup(popup_c3a0d0d89a84856b2993b1adc5c1acb8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e5d6c2c8bab601bfa49909828aab0b7e = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_63460bd479bf05b5a86e4136d1225d21 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e5d6c2c8bab601bfa49909828aab0b7e.setIcon(icon_63460bd479bf05b5a86e4136d1225d21);\n",
              "        \n",
              "    \n",
              "        var popup_8b45136b6eb9cb274884a1a16573603e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d6f04ba582aacfbb613e68e75ac8a46d = $(`&lt;div id=&quot;html_d6f04ba582aacfbb613e68e75ac8a46d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_8b45136b6eb9cb274884a1a16573603e.setContent(html_d6f04ba582aacfbb613e68e75ac8a46d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e5d6c2c8bab601bfa49909828aab0b7e.bindPopup(popup_8b45136b6eb9cb274884a1a16573603e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c3ec0651b64f53426b1d9ff08c058635 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d5e8a1478edae9944cda095372b9941f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c3ec0651b64f53426b1d9ff08c058635.setIcon(icon_d5e8a1478edae9944cda095372b9941f);\n",
              "        \n",
              "    \n",
              "        var popup_087195605ccb6f73f6020d049a91f75d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b8ddcc0b5c5b0f228c92857d3aca005 = $(`&lt;div id=&quot;html_5b8ddcc0b5c5b0f228c92857d3aca005&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_087195605ccb6f73f6020d049a91f75d.setContent(html_5b8ddcc0b5c5b0f228c92857d3aca005);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c3ec0651b64f53426b1d9ff08c058635.bindPopup(popup_087195605ccb6f73f6020d049a91f75d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_35e39330c8e0f9fcbba10b900de95967 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8dbe60c2659e2fe5ee403b3194bf30ca = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_35e39330c8e0f9fcbba10b900de95967.setIcon(icon_8dbe60c2659e2fe5ee403b3194bf30ca);\n",
              "        \n",
              "    \n",
              "        var popup_11857abad5970d9eb03a343ad3ec4088 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3a9bb2a26c3df895afaff63ae34c597e = $(`&lt;div id=&quot;html_3a9bb2a26c3df895afaff63ae34c597e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_11857abad5970d9eb03a343ad3ec4088.setContent(html_3a9bb2a26c3df895afaff63ae34c597e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_35e39330c8e0f9fcbba10b900de95967.bindPopup(popup_11857abad5970d9eb03a343ad3ec4088)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_99573d60c0d22a405a878e518708e2e8 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4ecacaab769b24adc74dd8bff3d9f294 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_99573d60c0d22a405a878e518708e2e8.setIcon(icon_4ecacaab769b24adc74dd8bff3d9f294);\n",
              "        \n",
              "    \n",
              "        var popup_050c8cab6de5806e64740e1bf8b12291 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e9b4c021450e9056903b1654a5164135 = $(`&lt;div id=&quot;html_e9b4c021450e9056903b1654a5164135&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_050c8cab6de5806e64740e1bf8b12291.setContent(html_e9b4c021450e9056903b1654a5164135);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_99573d60c0d22a405a878e518708e2e8.bindPopup(popup_050c8cab6de5806e64740e1bf8b12291)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ce7b13a28b5f4d3c74d210bcb8cafdb4 = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9fcb066e229193422aa67d4d2e5e082b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ce7b13a28b5f4d3c74d210bcb8cafdb4.setIcon(icon_9fcb066e229193422aa67d4d2e5e082b);\n",
              "        \n",
              "    \n",
              "        var popup_a070b3323f68390f5803c1ca3639691f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7927a491b4690d1cd3a15e100f888196 = $(`&lt;div id=&quot;html_7927a491b4690d1cd3a15e100f888196&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_a070b3323f68390f5803c1ca3639691f.setContent(html_7927a491b4690d1cd3a15e100f888196);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ce7b13a28b5f4d3c74d210bcb8cafdb4.bindPopup(popup_a070b3323f68390f5803c1ca3639691f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_514c1c2763be134790e320a119960e02 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_76c2614f0e4b7a3187f8a7506e5adc3d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_514c1c2763be134790e320a119960e02.setIcon(icon_76c2614f0e4b7a3187f8a7506e5adc3d);\n",
              "        \n",
              "    \n",
              "        var popup_fe3bddfa5286193e61c9d5b41a243d4a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c2b4c5135a4f113c3151723644813433 = $(`&lt;div id=&quot;html_c2b4c5135a4f113c3151723644813433&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_fe3bddfa5286193e61c9d5b41a243d4a.setContent(html_c2b4c5135a4f113c3151723644813433);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_514c1c2763be134790e320a119960e02.bindPopup(popup_fe3bddfa5286193e61c9d5b41a243d4a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4dcc272d2ca79d70132fd2c4f3923b61 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f97929ff847d2b725687797066616168 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4dcc272d2ca79d70132fd2c4f3923b61.setIcon(icon_f97929ff847d2b725687797066616168);\n",
              "        \n",
              "    \n",
              "        var popup_07f4e26bfa410bcf2e5e871599db383e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7d44c18d7e10328fc9dcbcb06a9d37b8 = $(`&lt;div id=&quot;html_7d44c18d7e10328fc9dcbcb06a9d37b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_07f4e26bfa410bcf2e5e871599db383e.setContent(html_7d44c18d7e10328fc9dcbcb06a9d37b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4dcc272d2ca79d70132fd2c4f3923b61.bindPopup(popup_07f4e26bfa410bcf2e5e871599db383e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a91973f5911580c3a3a5bdd785132eb9 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2fcd00fa77b5f0763614d42d0eac5074 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a91973f5911580c3a3a5bdd785132eb9.setIcon(icon_2fcd00fa77b5f0763614d42d0eac5074);\n",
              "        \n",
              "    \n",
              "        var popup_a4dc0f4032385bd1e6ac4ddb64bcf843 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e332144133a81990f6dc065969da7ec8 = $(`&lt;div id=&quot;html_e332144133a81990f6dc065969da7ec8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_a4dc0f4032385bd1e6ac4ddb64bcf843.setContent(html_e332144133a81990f6dc065969da7ec8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a91973f5911580c3a3a5bdd785132eb9.bindPopup(popup_a4dc0f4032385bd1e6ac4ddb64bcf843)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b43dd37c85b26a16a16dd19bc5249380 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e26feb0e0b6c8da8d35d4db54b1ba851 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b43dd37c85b26a16a16dd19bc5249380.setIcon(icon_e26feb0e0b6c8da8d35d4db54b1ba851);\n",
              "        \n",
              "    \n",
              "        var popup_e94032f19136cddb021b73ad9d758229 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f464532b5d2a3a18bbcc1f86f05825cd = $(`&lt;div id=&quot;html_f464532b5d2a3a18bbcc1f86f05825cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_e94032f19136cddb021b73ad9d758229.setContent(html_f464532b5d2a3a18bbcc1f86f05825cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b43dd37c85b26a16a16dd19bc5249380.bindPopup(popup_e94032f19136cddb021b73ad9d758229)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b050323eda83727a68384ac06a56c847 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ab5be229de4f1995568df0324ebfa70f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b050323eda83727a68384ac06a56c847.setIcon(icon_ab5be229de4f1995568df0324ebfa70f);\n",
              "        \n",
              "    \n",
              "        var popup_cb59c464da4aca1de4be52c9e1beda06 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e882dbe5d7cd05dcb614a29039cafe0 = $(`&lt;div id=&quot;html_0e882dbe5d7cd05dcb614a29039cafe0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_cb59c464da4aca1de4be52c9e1beda06.setContent(html_0e882dbe5d7cd05dcb614a29039cafe0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b050323eda83727a68384ac06a56c847.bindPopup(popup_cb59c464da4aca1de4be52c9e1beda06)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fe791362eaa643418e865bf2b6279612 = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_08a9fe0b79e3d8969c1852e7482814ff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fe791362eaa643418e865bf2b6279612.setIcon(icon_08a9fe0b79e3d8969c1852e7482814ff);\n",
              "        \n",
              "    \n",
              "        var popup_9fbc53927512c8043407166f5d94ef98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2234dbcd3d0116ae6065871f19dc93ed = $(`&lt;div id=&quot;html_2234dbcd3d0116ae6065871f19dc93ed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_9fbc53927512c8043407166f5d94ef98.setContent(html_2234dbcd3d0116ae6065871f19dc93ed);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fe791362eaa643418e865bf2b6279612.bindPopup(popup_9fbc53927512c8043407166f5d94ef98)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_41d3e5bbf668bc088b605d1f5254d6c3 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ca71f5d338d0a2768c69b078cd9f1592 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_41d3e5bbf668bc088b605d1f5254d6c3.setIcon(icon_ca71f5d338d0a2768c69b078cd9f1592);\n",
              "        \n",
              "    \n",
              "        var popup_c9d71668283002988e90cab89ef52063 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a1232770cdb80f657a313a223a4210c = $(`&lt;div id=&quot;html_4a1232770cdb80f657a313a223a4210c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_c9d71668283002988e90cab89ef52063.setContent(html_4a1232770cdb80f657a313a223a4210c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_41d3e5bbf668bc088b605d1f5254d6c3.bindPopup(popup_c9d71668283002988e90cab89ef52063)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ab68f454516821faebb681971d8f5ffd = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1c4492e3324bacae34ba1f18468cc59c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ab68f454516821faebb681971d8f5ffd.setIcon(icon_1c4492e3324bacae34ba1f18468cc59c);\n",
              "        \n",
              "    \n",
              "        var popup_383c7e759437b5ed8ba4e2144fa6b8a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cea97d978e474b06bda553d4f878d40d = $(`&lt;div id=&quot;html_cea97d978e474b06bda553d4f878d40d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_383c7e759437b5ed8ba4e2144fa6b8a9.setContent(html_cea97d978e474b06bda553d4f878d40d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ab68f454516821faebb681971d8f5ffd.bindPopup(popup_383c7e759437b5ed8ba4e2144fa6b8a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b0ec9d1a08893be8cb954b422dc6fa30 = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4b5fee0f01c7102f89fc6d8f14e26dea = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b0ec9d1a08893be8cb954b422dc6fa30.setIcon(icon_4b5fee0f01c7102f89fc6d8f14e26dea);\n",
              "        \n",
              "    \n",
              "        var popup_86ad44c2b302e94c13f53d17e8acb9f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5be34dc05bd4b89185964ad29291ec1c = $(`&lt;div id=&quot;html_5be34dc05bd4b89185964ad29291ec1c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_86ad44c2b302e94c13f53d17e8acb9f2.setContent(html_5be34dc05bd4b89185964ad29291ec1c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b0ec9d1a08893be8cb954b422dc6fa30.bindPopup(popup_86ad44c2b302e94c13f53d17e8acb9f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_289692d842065a1a4bd676affb021659 = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_45b9b2a4b5ea5ab65d6487063410a8a7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_289692d842065a1a4bd676affb021659.setIcon(icon_45b9b2a4b5ea5ab65d6487063410a8a7);\n",
              "        \n",
              "    \n",
              "        var popup_d120d50e62d7d83319415ac9461e94ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa35a8ac2efbbbc511a0f16e7a55dd9f = $(`&lt;div id=&quot;html_aa35a8ac2efbbbc511a0f16e7a55dd9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_d120d50e62d7d83319415ac9461e94ab.setContent(html_aa35a8ac2efbbbc511a0f16e7a55dd9f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_289692d842065a1a4bd676affb021659.bindPopup(popup_d120d50e62d7d83319415ac9461e94ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_845eaab658c2c31904c77e5041f073e4 = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6c8e19679a567d132a1c10f643b74703 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_845eaab658c2c31904c77e5041f073e4.setIcon(icon_6c8e19679a567d132a1c10f643b74703);\n",
              "        \n",
              "    \n",
              "        var popup_ec4998783ddb188ad1e4472b5ceb52ef = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_594bc7d8ead0024d0cd961807bfc4765 = $(`&lt;div id=&quot;html_594bc7d8ead0024d0cd961807bfc4765&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_ec4998783ddb188ad1e4472b5ceb52ef.setContent(html_594bc7d8ead0024d0cd961807bfc4765);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_845eaab658c2c31904c77e5041f073e4.bindPopup(popup_ec4998783ddb188ad1e4472b5ceb52ef)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a8c2cde1bc672253e0fdb389f51b5b8e = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ea4f9282fc4361d70b4f36497fcd53b6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a8c2cde1bc672253e0fdb389f51b5b8e.setIcon(icon_ea4f9282fc4361d70b4f36497fcd53b6);\n",
              "        \n",
              "    \n",
              "        var popup_85bcf1558e79c165e6caebd5fdcb492b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0109884d9fbcd55fa30753c18d4b8f2 = $(`&lt;div id=&quot;html_a0109884d9fbcd55fa30753c18d4b8f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_85bcf1558e79c165e6caebd5fdcb492b.setContent(html_a0109884d9fbcd55fa30753c18d4b8f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a8c2cde1bc672253e0fdb389f51b5b8e.bindPopup(popup_85bcf1558e79c165e6caebd5fdcb492b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_89922c399ebd0830f66a2e5d9d1653d6 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0514e7c6a9c7b3054e8d5c8111e05aad = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_89922c399ebd0830f66a2e5d9d1653d6.setIcon(icon_0514e7c6a9c7b3054e8d5c8111e05aad);\n",
              "        \n",
              "    \n",
              "        var popup_bf4e22d562fe25c5fee9ea9acce0b806 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4717e0cbc9c957fc01d401c2a471a83f = $(`&lt;div id=&quot;html_4717e0cbc9c957fc01d401c2a471a83f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_bf4e22d562fe25c5fee9ea9acce0b806.setContent(html_4717e0cbc9c957fc01d401c2a471a83f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_89922c399ebd0830f66a2e5d9d1653d6.bindPopup(popup_bf4e22d562fe25c5fee9ea9acce0b806)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e8828cfe0c85928df075488eb4265807 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dc4b91757e279ceffa29b9f80b646b93 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e8828cfe0c85928df075488eb4265807.setIcon(icon_dc4b91757e279ceffa29b9f80b646b93);\n",
              "        \n",
              "    \n",
              "        var popup_2b51a04bc708a862fd9854c4e46fbabd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a6a3a3681cdf84b3e95869c152a6d42 = $(`&lt;div id=&quot;html_0a6a3a3681cdf84b3e95869c152a6d42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_2b51a04bc708a862fd9854c4e46fbabd.setContent(html_0a6a3a3681cdf84b3e95869c152a6d42);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e8828cfe0c85928df075488eb4265807.bindPopup(popup_2b51a04bc708a862fd9854c4e46fbabd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0bd7b09f9e2bcdc82ba5255e4c60a6b6 = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f8abf62889bf5c995b418e9e42f44363 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0bd7b09f9e2bcdc82ba5255e4c60a6b6.setIcon(icon_f8abf62889bf5c995b418e9e42f44363);\n",
              "        \n",
              "    \n",
              "        var popup_50adca86dbcce9ece69c5d195e7187dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_84342be81d4f46c95e62405cbbf451a1 = $(`&lt;div id=&quot;html_84342be81d4f46c95e62405cbbf451a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_50adca86dbcce9ece69c5d195e7187dc.setContent(html_84342be81d4f46c95e62405cbbf451a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0bd7b09f9e2bcdc82ba5255e4c60a6b6.bindPopup(popup_50adca86dbcce9ece69c5d195e7187dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1334f10a4e26ab867a8338a45b1e48e7 = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_61b67c34379a6caf34301d127503ed97 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1334f10a4e26ab867a8338a45b1e48e7.setIcon(icon_61b67c34379a6caf34301d127503ed97);\n",
              "        \n",
              "    \n",
              "        var popup_6ea97b2ea6a2b97ecd753ef04eece328 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3423734b1e6272d6e9a2df531e2fb6d4 = $(`&lt;div id=&quot;html_3423734b1e6272d6e9a2df531e2fb6d4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_6ea97b2ea6a2b97ecd753ef04eece328.setContent(html_3423734b1e6272d6e9a2df531e2fb6d4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1334f10a4e26ab867a8338a45b1e48e7.bindPopup(popup_6ea97b2ea6a2b97ecd753ef04eece328)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5201079addad741388d54ac9abf76946 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dbc65b661c5de241202e80d8611769c7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5201079addad741388d54ac9abf76946.setIcon(icon_dbc65b661c5de241202e80d8611769c7);\n",
              "        \n",
              "    \n",
              "        var popup_19b8c715f79d52aa71873d9b0a827fdd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8957b9e36f7e152449a2be447bd79733 = $(`&lt;div id=&quot;html_8957b9e36f7e152449a2be447bd79733&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_19b8c715f79d52aa71873d9b0a827fdd.setContent(html_8957b9e36f7e152449a2be447bd79733);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5201079addad741388d54ac9abf76946.bindPopup(popup_19b8c715f79d52aa71873d9b0a827fdd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ceb165a15475411e383b6dc9f69619fa = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_19457c8cb86096927367e9b8bcfa05ef = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ceb165a15475411e383b6dc9f69619fa.setIcon(icon_19457c8cb86096927367e9b8bcfa05ef);\n",
              "        \n",
              "    \n",
              "        var popup_c94d407a1e0e9ca79857a220bb309854 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c006df72d733628c7ab6cb4ae780ec6a = $(`&lt;div id=&quot;html_c006df72d733628c7ab6cb4ae780ec6a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_c94d407a1e0e9ca79857a220bb309854.setContent(html_c006df72d733628c7ab6cb4ae780ec6a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ceb165a15475411e383b6dc9f69619fa.bindPopup(popup_c94d407a1e0e9ca79857a220bb309854)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c6a2c53fae369c729a80908b1a32e3c3 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fe9b4ab4a64dfad489e66e0bc98ce574 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c6a2c53fae369c729a80908b1a32e3c3.setIcon(icon_fe9b4ab4a64dfad489e66e0bc98ce574);\n",
              "        \n",
              "    \n",
              "        var popup_7850531f47101c69ea3e66b63e4cbac3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_041fdc644af295ae0b6d1d284d4b5d52 = $(`&lt;div id=&quot;html_041fdc644af295ae0b6d1d284d4b5d52&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_7850531f47101c69ea3e66b63e4cbac3.setContent(html_041fdc644af295ae0b6d1d284d4b5d52);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c6a2c53fae369c729a80908b1a32e3c3.bindPopup(popup_7850531f47101c69ea3e66b63e4cbac3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_75007a7c9004fd9e06ddc43a759744d1 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b0eb0d7deafde6fe1691d8328046ce8e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_75007a7c9004fd9e06ddc43a759744d1.setIcon(icon_b0eb0d7deafde6fe1691d8328046ce8e);\n",
              "        \n",
              "    \n",
              "        var popup_7a4cd13c4522a007326a6b23e8803622 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_53244e14de4093177c24329a94fa92c2 = $(`&lt;div id=&quot;html_53244e14de4093177c24329a94fa92c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_7a4cd13c4522a007326a6b23e8803622.setContent(html_53244e14de4093177c24329a94fa92c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_75007a7c9004fd9e06ddc43a759744d1.bindPopup(popup_7a4cd13c4522a007326a6b23e8803622)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2be91c4dc6b8549ed213b0438180d648 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_64407ccc0a310ecb3a8dc1342eca7e03 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2be91c4dc6b8549ed213b0438180d648.setIcon(icon_64407ccc0a310ecb3a8dc1342eca7e03);\n",
              "        \n",
              "    \n",
              "        var popup_ba2083d3b3f921687176d2abf321c96e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2c1ae12f9486d9367d8ccdf292caaa98 = $(`&lt;div id=&quot;html_2c1ae12f9486d9367d8ccdf292caaa98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_ba2083d3b3f921687176d2abf321c96e.setContent(html_2c1ae12f9486d9367d8ccdf292caaa98);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2be91c4dc6b8549ed213b0438180d648.bindPopup(popup_ba2083d3b3f921687176d2abf321c96e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_58dbe23ef027d7b0a5d25968750c44bb = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_be2e5ecff7ff16b8c6bc9ff214f1023f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_58dbe23ef027d7b0a5d25968750c44bb.setIcon(icon_be2e5ecff7ff16b8c6bc9ff214f1023f);\n",
              "        \n",
              "    \n",
              "        var popup_602e3e12579ef4536795b99fdb329078 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e016d5a5784a160be8cc2121ed0bec7b = $(`&lt;div id=&quot;html_e016d5a5784a160be8cc2121ed0bec7b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_602e3e12579ef4536795b99fdb329078.setContent(html_e016d5a5784a160be8cc2121ed0bec7b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_58dbe23ef027d7b0a5d25968750c44bb.bindPopup(popup_602e3e12579ef4536795b99fdb329078)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b44ca7b8c2bfd87b89c01c71c0768f8d = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_161cd3f9104443d371bff4f77f28bc31 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b44ca7b8c2bfd87b89c01c71c0768f8d.setIcon(icon_161cd3f9104443d371bff4f77f28bc31);\n",
              "        \n",
              "    \n",
              "        var popup_36eb27998f2045fe0bcf98f20be999ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b76f937176cdc477808b6da90820784e = $(`&lt;div id=&quot;html_b76f937176cdc477808b6da90820784e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_36eb27998f2045fe0bcf98f20be999ba.setContent(html_b76f937176cdc477808b6da90820784e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b44ca7b8c2bfd87b89c01c71c0768f8d.bindPopup(popup_36eb27998f2045fe0bcf98f20be999ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8e7b75ba83247bdb755f5afb710aa387 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_529e1a33e30cc7fffe1346e29267ebb1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8e7b75ba83247bdb755f5afb710aa387.setIcon(icon_529e1a33e30cc7fffe1346e29267ebb1);\n",
              "        \n",
              "    \n",
              "        var popup_7e0c60a39c35ff7d602c38c3b9f0dac4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_55980b398359726fc82a1e16c3713475 = $(`&lt;div id=&quot;html_55980b398359726fc82a1e16c3713475&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_7e0c60a39c35ff7d602c38c3b9f0dac4.setContent(html_55980b398359726fc82a1e16c3713475);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8e7b75ba83247bdb755f5afb710aa387.bindPopup(popup_7e0c60a39c35ff7d602c38c3b9f0dac4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f29244969ac9f06282a2070987838e25 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_03b1f596e0c3ef621a4bf742eac944f6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f29244969ac9f06282a2070987838e25.setIcon(icon_03b1f596e0c3ef621a4bf742eac944f6);\n",
              "        \n",
              "    \n",
              "        var popup_232537a553522dc8bf3740ed427c3717 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8706caafe76c50c98f437c0f60325a0f = $(`&lt;div id=&quot;html_8706caafe76c50c98f437c0f60325a0f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_232537a553522dc8bf3740ed427c3717.setContent(html_8706caafe76c50c98f437c0f60325a0f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f29244969ac9f06282a2070987838e25.bindPopup(popup_232537a553522dc8bf3740ed427c3717)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_19c0bf4956b7356f9f7a895f445150f2 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_893813778da65855ae81b8c5dc9f2ddb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_19c0bf4956b7356f9f7a895f445150f2.setIcon(icon_893813778da65855ae81b8c5dc9f2ddb);\n",
              "        \n",
              "    \n",
              "        var popup_aae2df99a140e08ba90b49e914c8b40d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b57ed97d0b7426084e9ed65c41c9db53 = $(`&lt;div id=&quot;html_b57ed97d0b7426084e9ed65c41c9db53&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_aae2df99a140e08ba90b49e914c8b40d.setContent(html_b57ed97d0b7426084e9ed65c41c9db53);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_19c0bf4956b7356f9f7a895f445150f2.bindPopup(popup_aae2df99a140e08ba90b49e914c8b40d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_badfd82e2fd70c2c02caed73b778bc7c = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d6d143063ef70eb9cd249b59c32d04ff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_badfd82e2fd70c2c02caed73b778bc7c.setIcon(icon_d6d143063ef70eb9cd249b59c32d04ff);\n",
              "        \n",
              "    \n",
              "        var popup_e11551c3f9419915f88dba72a71e6e47 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7463e938e65236cda3c1b66fc8ecb19 = $(`&lt;div id=&quot;html_a7463e938e65236cda3c1b66fc8ecb19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_e11551c3f9419915f88dba72a71e6e47.setContent(html_a7463e938e65236cda3c1b66fc8ecb19);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_badfd82e2fd70c2c02caed73b778bc7c.bindPopup(popup_e11551c3f9419915f88dba72a71e6e47)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_51505a73497c87d3edc124fe7ca03ab1 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_420681fa80d339d18b49c0f00e646e24 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_51505a73497c87d3edc124fe7ca03ab1.setIcon(icon_420681fa80d339d18b49c0f00e646e24);\n",
              "        \n",
              "    \n",
              "        var popup_1d9597ad257f7162aafaef67c91d42ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_50a080dc091a992f937cb8f65e0e0b59 = $(`&lt;div id=&quot;html_50a080dc091a992f937cb8f65e0e0b59&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_1d9597ad257f7162aafaef67c91d42ab.setContent(html_50a080dc091a992f937cb8f65e0e0b59);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_51505a73497c87d3edc124fe7ca03ab1.bindPopup(popup_1d9597ad257f7162aafaef67c91d42ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8100450c251e07abf6409b20d53331ec = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_beacf9c4dc97ea97cb26d3af65ff9177 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8100450c251e07abf6409b20d53331ec.setIcon(icon_beacf9c4dc97ea97cb26d3af65ff9177);\n",
              "        \n",
              "    \n",
              "        var popup_589b1ba330e48e72ab819c9970fcce23 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_89c603ad40951b98b56c00ab4bf2ba7c = $(`&lt;div id=&quot;html_89c603ad40951b98b56c00ab4bf2ba7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_589b1ba330e48e72ab819c9970fcce23.setContent(html_89c603ad40951b98b56c00ab4bf2ba7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8100450c251e07abf6409b20d53331ec.bindPopup(popup_589b1ba330e48e72ab819c9970fcce23)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_efdfc09280127fafafddadeb08d44f28 = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ea60db762ea2de38faab95d8d9e3a077 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_efdfc09280127fafafddadeb08d44f28.setIcon(icon_ea60db762ea2de38faab95d8d9e3a077);\n",
              "        \n",
              "    \n",
              "        var popup_580f64485f7e480a6e43ca962ffc831a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_347599a23039a48d0f8737efcfeb8c6b = $(`&lt;div id=&quot;html_347599a23039a48d0f8737efcfeb8c6b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_580f64485f7e480a6e43ca962ffc831a.setContent(html_347599a23039a48d0f8737efcfeb8c6b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_efdfc09280127fafafddadeb08d44f28.bindPopup(popup_580f64485f7e480a6e43ca962ffc831a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6f13ee7eab32b3e5e35c77f9c9d23a2c = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_be5e49ca434336b39119fa6838bd8f3a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6f13ee7eab32b3e5e35c77f9c9d23a2c.setIcon(icon_be5e49ca434336b39119fa6838bd8f3a);\n",
              "        \n",
              "    \n",
              "        var popup_e9bfd42af67b025eb6100b94cc5a001a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a779584efc95e9f23b6648169594435 = $(`&lt;div id=&quot;html_0a779584efc95e9f23b6648169594435&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_e9bfd42af67b025eb6100b94cc5a001a.setContent(html_0a779584efc95e9f23b6648169594435);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6f13ee7eab32b3e5e35c77f9c9d23a2c.bindPopup(popup_e9bfd42af67b025eb6100b94cc5a001a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_07d8361ce68023fbead68320b7123735 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_690eff33b69547e7c863b5fd6293b246 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_07d8361ce68023fbead68320b7123735.setIcon(icon_690eff33b69547e7c863b5fd6293b246);\n",
              "        \n",
              "    \n",
              "        var popup_416f8a53004e6f5679603f3ef5ab8635 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_360882c6d0dec8c393e124ba546774c0 = $(`&lt;div id=&quot;html_360882c6d0dec8c393e124ba546774c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_416f8a53004e6f5679603f3ef5ab8635.setContent(html_360882c6d0dec8c393e124ba546774c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_07d8361ce68023fbead68320b7123735.bindPopup(popup_416f8a53004e6f5679603f3ef5ab8635)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c3bd4934cb066712e2767c4b7de6182a = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f7d67066360423d7c6618c8ab9af5ca3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c3bd4934cb066712e2767c4b7de6182a.setIcon(icon_f7d67066360423d7c6618c8ab9af5ca3);\n",
              "        \n",
              "    \n",
              "        var popup_74924a197ab45a8e143e886303ea7366 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b219263fa6c6e6dc0224be03982781bc = $(`&lt;div id=&quot;html_b219263fa6c6e6dc0224be03982781bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_74924a197ab45a8e143e886303ea7366.setContent(html_b219263fa6c6e6dc0224be03982781bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c3bd4934cb066712e2767c4b7de6182a.bindPopup(popup_74924a197ab45a8e143e886303ea7366)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9effcf3247fb386d53cb46dc3ff26bcf = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_095d70d9151ef9263e1534b3ba0f784a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9effcf3247fb386d53cb46dc3ff26bcf.setIcon(icon_095d70d9151ef9263e1534b3ba0f784a);\n",
              "        \n",
              "    \n",
              "        var popup_23e69ffb94c76389a0b376d4197148b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ed68e44137c8055e0ad4ea2c953ff42 = $(`&lt;div id=&quot;html_2ed68e44137c8055e0ad4ea2c953ff42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_23e69ffb94c76389a0b376d4197148b6.setContent(html_2ed68e44137c8055e0ad4ea2c953ff42);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9effcf3247fb386d53cb46dc3ff26bcf.bindPopup(popup_23e69ffb94c76389a0b376d4197148b6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_01f671c01bba38f359842541b5d60cdc = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_52d2a50dc9395df33b5f89d012730dbf = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_01f671c01bba38f359842541b5d60cdc.setIcon(icon_52d2a50dc9395df33b5f89d012730dbf);\n",
              "        \n",
              "    \n",
              "        var popup_7e8edf0797ef72ecf98a6ceea04f71fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73cb44a2f35a00acb312a671fdc1aa78 = $(`&lt;div id=&quot;html_73cb44a2f35a00acb312a671fdc1aa78&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_7e8edf0797ef72ecf98a6ceea04f71fc.setContent(html_73cb44a2f35a00acb312a671fdc1aa78);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_01f671c01bba38f359842541b5d60cdc.bindPopup(popup_7e8edf0797ef72ecf98a6ceea04f71fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d25202dd49b100c55d1920417d22a8d2 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_50c89d01c68e84e31213329a7855187f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d25202dd49b100c55d1920417d22a8d2.setIcon(icon_50c89d01c68e84e31213329a7855187f);\n",
              "        \n",
              "    \n",
              "        var popup_a165e4d237987491793d504156ab3cc8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c94f84705dbf960ef7bdb9f095270727 = $(`&lt;div id=&quot;html_c94f84705dbf960ef7bdb9f095270727&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_a165e4d237987491793d504156ab3cc8.setContent(html_c94f84705dbf960ef7bdb9f095270727);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d25202dd49b100c55d1920417d22a8d2.bindPopup(popup_a165e4d237987491793d504156ab3cc8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e3a38d6f4e6b6736386d80f71f111576 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c9d8c966e50ab016efd1d7bfb966b51c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e3a38d6f4e6b6736386d80f71f111576.setIcon(icon_c9d8c966e50ab016efd1d7bfb966b51c);\n",
              "        \n",
              "    \n",
              "        var popup_801dcee72c161e64e7502b9dabf8fb50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce847a98f30fa23bea3c8cb4b4192045 = $(`&lt;div id=&quot;html_ce847a98f30fa23bea3c8cb4b4192045&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_801dcee72c161e64e7502b9dabf8fb50.setContent(html_ce847a98f30fa23bea3c8cb4b4192045);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e3a38d6f4e6b6736386d80f71f111576.bindPopup(popup_801dcee72c161e64e7502b9dabf8fb50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_eca3f67556f18a2c09d0c443222530a6 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_caa3ff06c40caa5a5d72767f0fbdcd10 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_eca3f67556f18a2c09d0c443222530a6.setIcon(icon_caa3ff06c40caa5a5d72767f0fbdcd10);\n",
              "        \n",
              "    \n",
              "        var popup_cef462555bb9b8ca9de39967581375c4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_155bb6bdc74a28f9273816c74900694f = $(`&lt;div id=&quot;html_155bb6bdc74a28f9273816c74900694f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_cef462555bb9b8ca9de39967581375c4.setContent(html_155bb6bdc74a28f9273816c74900694f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_eca3f67556f18a2c09d0c443222530a6.bindPopup(popup_cef462555bb9b8ca9de39967581375c4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b07e86cc4da4f21ab21244d39b2f64e8 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ea248f0dbbde64851260441b50e461ff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b07e86cc4da4f21ab21244d39b2f64e8.setIcon(icon_ea248f0dbbde64851260441b50e461ff);\n",
              "        \n",
              "    \n",
              "        var popup_70b0e49258ceebf93875213104abec29 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2fb14a7b0e7664bf3d3830dd2341e443 = $(`&lt;div id=&quot;html_2fb14a7b0e7664bf3d3830dd2341e443&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_70b0e49258ceebf93875213104abec29.setContent(html_2fb14a7b0e7664bf3d3830dd2341e443);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b07e86cc4da4f21ab21244d39b2f64e8.bindPopup(popup_70b0e49258ceebf93875213104abec29)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e89a69c86c83b9451568ba8f3e0f8f3f = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a440ca1460e81bb3043666e541ebf847 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e89a69c86c83b9451568ba8f3e0f8f3f.setIcon(icon_a440ca1460e81bb3043666e541ebf847);\n",
              "        \n",
              "    \n",
              "        var popup_807803ceb120c7b7524331412f334fa7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e20cb4a1a3816706dd290e59e1cfd4c0 = $(`&lt;div id=&quot;html_e20cb4a1a3816706dd290e59e1cfd4c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_807803ceb120c7b7524331412f334fa7.setContent(html_e20cb4a1a3816706dd290e59e1cfd4c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e89a69c86c83b9451568ba8f3e0f8f3f.bindPopup(popup_807803ceb120c7b7524331412f334fa7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a9545f7c97f3f7a16a522ebede8b8193 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d8da4220fb5df48bca01643aebbffa8e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a9545f7c97f3f7a16a522ebede8b8193.setIcon(icon_d8da4220fb5df48bca01643aebbffa8e);\n",
              "        \n",
              "    \n",
              "        var popup_27a09ed411d9250f79b17cc8e22b2834 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_62688db515a7143d9bbb7945efba51df = $(`&lt;div id=&quot;html_62688db515a7143d9bbb7945efba51df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_27a09ed411d9250f79b17cc8e22b2834.setContent(html_62688db515a7143d9bbb7945efba51df);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a9545f7c97f3f7a16a522ebede8b8193.bindPopup(popup_27a09ed411d9250f79b17cc8e22b2834)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d67e505a8522ea6c50e5c4b95c25baf3 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a52f720f453479a471d9c85537c14237 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d67e505a8522ea6c50e5c4b95c25baf3.setIcon(icon_a52f720f453479a471d9c85537c14237);\n",
              "        \n",
              "    \n",
              "        var popup_2d7307d7d70fffdf6e4936385ff55ea1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a4d17769e4a8f1d286b735a5231249e9 = $(`&lt;div id=&quot;html_a4d17769e4a8f1d286b735a5231249e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_2d7307d7d70fffdf6e4936385ff55ea1.setContent(html_a4d17769e4a8f1d286b735a5231249e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d67e505a8522ea6c50e5c4b95c25baf3.bindPopup(popup_2d7307d7d70fffdf6e4936385ff55ea1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b2a4c87557841841db56b93e028eb243 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_24cdaca0505d82a37f061b534850dec6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b2a4c87557841841db56b93e028eb243.setIcon(icon_24cdaca0505d82a37f061b534850dec6);\n",
              "        \n",
              "    \n",
              "        var popup_55a3cace6102c22955923832025c1b66 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b8197a7ccf0aa480684ead2f2764ee89 = $(`&lt;div id=&quot;html_b8197a7ccf0aa480684ead2f2764ee89&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_55a3cace6102c22955923832025c1b66.setContent(html_b8197a7ccf0aa480684ead2f2764ee89);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b2a4c87557841841db56b93e028eb243.bindPopup(popup_55a3cace6102c22955923832025c1b66)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c511a03a6f6e316865f10f17aaa4624e = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ebb308b70617eddc1b52109bf2d62054 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c511a03a6f6e316865f10f17aaa4624e.setIcon(icon_ebb308b70617eddc1b52109bf2d62054);\n",
              "        \n",
              "    \n",
              "        var popup_ffb71998fd9e56ed3f93bd41383de759 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c7e5a13508db2e1899b87455e7f6a42 = $(`&lt;div id=&quot;html_3c7e5a13508db2e1899b87455e7f6a42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_ffb71998fd9e56ed3f93bd41383de759.setContent(html_3c7e5a13508db2e1899b87455e7f6a42);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c511a03a6f6e316865f10f17aaa4624e.bindPopup(popup_ffb71998fd9e56ed3f93bd41383de759)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7236eb84109a026e137ee7d245dcc8c1 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ddd2efb738658d30cfef6d880b7da272 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7236eb84109a026e137ee7d245dcc8c1.setIcon(icon_ddd2efb738658d30cfef6d880b7da272);\n",
              "        \n",
              "    \n",
              "        var popup_f600c1bc98e9edb9c3c6627f39139c98 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6ece4881555861cfe0c151e821e6cbb = $(`&lt;div id=&quot;html_a6ece4881555861cfe0c151e821e6cbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_f600c1bc98e9edb9c3c6627f39139c98.setContent(html_a6ece4881555861cfe0c151e821e6cbb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7236eb84109a026e137ee7d245dcc8c1.bindPopup(popup_f600c1bc98e9edb9c3c6627f39139c98)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9c53b031391cd9be3d60603aa2b28ead = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f78970072db73d8bc87ee6b8be7bf93e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9c53b031391cd9be3d60603aa2b28ead.setIcon(icon_f78970072db73d8bc87ee6b8be7bf93e);\n",
              "        \n",
              "    \n",
              "        var popup_8738748b4de820e320f6eeb7c0a9339d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_99021372fec098b6fc46754cbd7c55f8 = $(`&lt;div id=&quot;html_99021372fec098b6fc46754cbd7c55f8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_8738748b4de820e320f6eeb7c0a9339d.setContent(html_99021372fec098b6fc46754cbd7c55f8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9c53b031391cd9be3d60603aa2b28ead.bindPopup(popup_8738748b4de820e320f6eeb7c0a9339d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_47d512d4ccc572f2dc1e9e0057dfbad6 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_baf8293cc57f7cda150db541f8fc76a3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_47d512d4ccc572f2dc1e9e0057dfbad6.setIcon(icon_baf8293cc57f7cda150db541f8fc76a3);\n",
              "        \n",
              "    \n",
              "        var popup_62085fc23e62d32cfddffc9858fdbc83 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b6e76d88a3e4121e41622cfa8a202ef = $(`&lt;div id=&quot;html_5b6e76d88a3e4121e41622cfa8a202ef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_62085fc23e62d32cfddffc9858fdbc83.setContent(html_5b6e76d88a3e4121e41622cfa8a202ef);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_47d512d4ccc572f2dc1e9e0057dfbad6.bindPopup(popup_62085fc23e62d32cfddffc9858fdbc83)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_15c02aaf432081598d5ab31d73e1bcbd = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c1487ba5b12e464f49488404e71e7ca0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_15c02aaf432081598d5ab31d73e1bcbd.setIcon(icon_c1487ba5b12e464f49488404e71e7ca0);\n",
              "        \n",
              "    \n",
              "        var popup_23acb92d29b28c2e9f7eec16efcc759b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b2d417c58da5f2cfef346f834aa874fa = $(`&lt;div id=&quot;html_b2d417c58da5f2cfef346f834aa874fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_23acb92d29b28c2e9f7eec16efcc759b.setContent(html_b2d417c58da5f2cfef346f834aa874fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_15c02aaf432081598d5ab31d73e1bcbd.bindPopup(popup_23acb92d29b28c2e9f7eec16efcc759b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5f2a71d3d0914ba2fdd18f0848ab249c = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_27d00291445898cc486cb7248b35327c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5f2a71d3d0914ba2fdd18f0848ab249c.setIcon(icon_27d00291445898cc486cb7248b35327c);\n",
              "        \n",
              "    \n",
              "        var popup_0dec77c2bec9f4570056d9b9e0e43074 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_54abb37d8603fe086ef46888f7822ba8 = $(`&lt;div id=&quot;html_54abb37d8603fe086ef46888f7822ba8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_0dec77c2bec9f4570056d9b9e0e43074.setContent(html_54abb37d8603fe086ef46888f7822ba8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5f2a71d3d0914ba2fdd18f0848ab249c.bindPopup(popup_0dec77c2bec9f4570056d9b9e0e43074)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d1573b401d736cab4e15cf14dbf845fe = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5d7deee27c979ddaac4e62cc62f22122 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d1573b401d736cab4e15cf14dbf845fe.setIcon(icon_5d7deee27c979ddaac4e62cc62f22122);\n",
              "        \n",
              "    \n",
              "        var popup_225f4c066ffa1473809514169f5d6c9d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_807fd76cb20c7187eb4b70a4a6ba6fe4 = $(`&lt;div id=&quot;html_807fd76cb20c7187eb4b70a4a6ba6fe4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_225f4c066ffa1473809514169f5d6c9d.setContent(html_807fd76cb20c7187eb4b70a4a6ba6fe4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d1573b401d736cab4e15cf14dbf845fe.bindPopup(popup_225f4c066ffa1473809514169f5d6c9d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_64a7dc374b37d3c296e6184a350b7b72 = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5d50f7768395e40ea6c1826593390ec7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_64a7dc374b37d3c296e6184a350b7b72.setIcon(icon_5d50f7768395e40ea6c1826593390ec7);\n",
              "        \n",
              "    \n",
              "        var popup_bafbe6b939a3f3a16e839ff238b9a530 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_311a3833b3cc766af3f18448e59408fa = $(`&lt;div id=&quot;html_311a3833b3cc766af3f18448e59408fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_bafbe6b939a3f3a16e839ff238b9a530.setContent(html_311a3833b3cc766af3f18448e59408fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_64a7dc374b37d3c296e6184a350b7b72.bindPopup(popup_bafbe6b939a3f3a16e839ff238b9a530)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d6704f9b1e7af649adb36b7d1640e53c = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f463a9efeb6212d90e79c5a707a170c3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d6704f9b1e7af649adb36b7d1640e53c.setIcon(icon_f463a9efeb6212d90e79c5a707a170c3);\n",
              "        \n",
              "    \n",
              "        var popup_9c7f8115f10734f568173cb5a257e0a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c17a28428700cbbc50eefee19ee9de0c = $(`&lt;div id=&quot;html_c17a28428700cbbc50eefee19ee9de0c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_9c7f8115f10734f568173cb5a257e0a2.setContent(html_c17a28428700cbbc50eefee19ee9de0c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d6704f9b1e7af649adb36b7d1640e53c.bindPopup(popup_9c7f8115f10734f568173cb5a257e0a2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_854a8feccabdac6a5eff34cf11df80d6 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_80c88021a0d4341a6d2fcedbfb1f65ad = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_854a8feccabdac6a5eff34cf11df80d6.setIcon(icon_80c88021a0d4341a6d2fcedbfb1f65ad);\n",
              "        \n",
              "    \n",
              "        var popup_bb6fd82b671b0df681ba6ef09c786ac0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b214ee072ad813c7f8df2fc14c595f45 = $(`&lt;div id=&quot;html_b214ee072ad813c7f8df2fc14c595f45&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_bb6fd82b671b0df681ba6ef09c786ac0.setContent(html_b214ee072ad813c7f8df2fc14c595f45);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_854a8feccabdac6a5eff34cf11df80d6.bindPopup(popup_bb6fd82b671b0df681ba6ef09c786ac0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0d439135000ad9e1c935c270c82c3953 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b8c0f2242d95f3fa90d5c52eb63def8f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0d439135000ad9e1c935c270c82c3953.setIcon(icon_b8c0f2242d95f3fa90d5c52eb63def8f);\n",
              "        \n",
              "    \n",
              "        var popup_8aa417c3f16d6885f7e47ce7fb6f7d13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_95c80a69c7f7e0131c5fb47161d84d3f = $(`&lt;div id=&quot;html_95c80a69c7f7e0131c5fb47161d84d3f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_8aa417c3f16d6885f7e47ce7fb6f7d13.setContent(html_95c80a69c7f7e0131c5fb47161d84d3f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0d439135000ad9e1c935c270c82c3953.bindPopup(popup_8aa417c3f16d6885f7e47ce7fb6f7d13)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_88e1cf57431ed9809e7a19056cdb526b = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_48ca74cccf27e4d6344acc31db94b8e8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_88e1cf57431ed9809e7a19056cdb526b.setIcon(icon_48ca74cccf27e4d6344acc31db94b8e8);\n",
              "        \n",
              "    \n",
              "        var popup_65c231b0da13ad9c94be8b3a4f9d15d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20efe5d78783a99050ddfd016bcb808e = $(`&lt;div id=&quot;html_20efe5d78783a99050ddfd016bcb808e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_65c231b0da13ad9c94be8b3a4f9d15d0.setContent(html_20efe5d78783a99050ddfd016bcb808e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_88e1cf57431ed9809e7a19056cdb526b.bindPopup(popup_65c231b0da13ad9c94be8b3a4f9d15d0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8f62b4429c882ff7e2e44010c9ab9cdb = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2fc6d7f0831d619406723a645ef0d710 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8f62b4429c882ff7e2e44010c9ab9cdb.setIcon(icon_2fc6d7f0831d619406723a645ef0d710);\n",
              "        \n",
              "    \n",
              "        var popup_ab0acfb8f615d6d5f2e5f4c5edb41304 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4dbd59c07ece3fe0950ebf5035f6d3d8 = $(`&lt;div id=&quot;html_4dbd59c07ece3fe0950ebf5035f6d3d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_ab0acfb8f615d6d5f2e5f4c5edb41304.setContent(html_4dbd59c07ece3fe0950ebf5035f6d3d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8f62b4429c882ff7e2e44010c9ab9cdb.bindPopup(popup_ab0acfb8f615d6d5f2e5f4c5edb41304)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8604e6f47974c36e231d612f9c6f2dd1 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5dc3dfb8fff4e1808ed12337cca83adb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8604e6f47974c36e231d612f9c6f2dd1.setIcon(icon_5dc3dfb8fff4e1808ed12337cca83adb);\n",
              "        \n",
              "    \n",
              "        var popup_73f2d485c8d0784942fc824887b17b5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c0d915ffce8d59b6df701d122e15730 = $(`&lt;div id=&quot;html_5c0d915ffce8d59b6df701d122e15730&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_73f2d485c8d0784942fc824887b17b5f.setContent(html_5c0d915ffce8d59b6df701d122e15730);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8604e6f47974c36e231d612f9c6f2dd1.bindPopup(popup_73f2d485c8d0784942fc824887b17b5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_25c8c92f72942babfbe244363c094658 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fce8c9ccdd6b6b162498e3413ab67d0a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_25c8c92f72942babfbe244363c094658.setIcon(icon_fce8c9ccdd6b6b162498e3413ab67d0a);\n",
              "        \n",
              "    \n",
              "        var popup_b5b7ae0352db98b65bdd7bade2bc5c2e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c30c5a8006c3f401048e32c8a1c86aa = $(`&lt;div id=&quot;html_4c30c5a8006c3f401048e32c8a1c86aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_b5b7ae0352db98b65bdd7bade2bc5c2e.setContent(html_4c30c5a8006c3f401048e32c8a1c86aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_25c8c92f72942babfbe244363c094658.bindPopup(popup_b5b7ae0352db98b65bdd7bade2bc5c2e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5ec51d3c7615e3417f3c396b09e2c8be = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_db3b8133ce9e6eab2122e2fb3c4eaa89 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5ec51d3c7615e3417f3c396b09e2c8be.setIcon(icon_db3b8133ce9e6eab2122e2fb3c4eaa89);\n",
              "        \n",
              "    \n",
              "        var popup_438c5a877bbce5319405cfe9d621b795 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d80a92568d1fb8dc5d89d81f7eed830 = $(`&lt;div id=&quot;html_6d80a92568d1fb8dc5d89d81f7eed830&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_438c5a877bbce5319405cfe9d621b795.setContent(html_6d80a92568d1fb8dc5d89d81f7eed830);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5ec51d3c7615e3417f3c396b09e2c8be.bindPopup(popup_438c5a877bbce5319405cfe9d621b795)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9693dc93f59ea48a4be05a3feca9217a = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b05da0839e449246f9026300283bbdc3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9693dc93f59ea48a4be05a3feca9217a.setIcon(icon_b05da0839e449246f9026300283bbdc3);\n",
              "        \n",
              "    \n",
              "        var popup_d5c3524dc611759d85e780bcdf77c905 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f1daf020e63db9d539012a8dea26f865 = $(`&lt;div id=&quot;html_f1daf020e63db9d539012a8dea26f865&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_d5c3524dc611759d85e780bcdf77c905.setContent(html_f1daf020e63db9d539012a8dea26f865);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9693dc93f59ea48a4be05a3feca9217a.bindPopup(popup_d5c3524dc611759d85e780bcdf77c905)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3330eb7b685d417ddb03cc263fcc3070 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fbf8a0e65ba51bfdb4b5aace9f7f822d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3330eb7b685d417ddb03cc263fcc3070.setIcon(icon_fbf8a0e65ba51bfdb4b5aace9f7f822d);\n",
              "        \n",
              "    \n",
              "        var popup_8cca07cac0d6b799c69d66ad348f3220 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2e4fdb19e8535b71aecc25179ac68b94 = $(`&lt;div id=&quot;html_2e4fdb19e8535b71aecc25179ac68b94&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_8cca07cac0d6b799c69d66ad348f3220.setContent(html_2e4fdb19e8535b71aecc25179ac68b94);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3330eb7b685d417ddb03cc263fcc3070.bindPopup(popup_8cca07cac0d6b799c69d66ad348f3220)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_559b5161658573bf97afdf3acdc1a73c = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_de79fe7cade9625bba20148d309ab7ef = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_559b5161658573bf97afdf3acdc1a73c.setIcon(icon_de79fe7cade9625bba20148d309ab7ef);\n",
              "        \n",
              "    \n",
              "        var popup_af725782df878eb5e95350ff265768ad = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1882f6ff9a988c3d1adac6e2aac54de = $(`&lt;div id=&quot;html_c1882f6ff9a988c3d1adac6e2aac54de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_af725782df878eb5e95350ff265768ad.setContent(html_c1882f6ff9a988c3d1adac6e2aac54de);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_559b5161658573bf97afdf3acdc1a73c.bindPopup(popup_af725782df878eb5e95350ff265768ad)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8d0f9c54504fb4c47c64040240c44d52 = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_de8e6279e527f5e153aa015ae33adeea = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8d0f9c54504fb4c47c64040240c44d52.setIcon(icon_de8e6279e527f5e153aa015ae33adeea);\n",
              "        \n",
              "    \n",
              "        var popup_2cd758451f547069f972cc8602c4ffff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b39148bdbde9cfc850e94e81673941f = $(`&lt;div id=&quot;html_5b39148bdbde9cfc850e94e81673941f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_2cd758451f547069f972cc8602c4ffff.setContent(html_5b39148bdbde9cfc850e94e81673941f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8d0f9c54504fb4c47c64040240c44d52.bindPopup(popup_2cd758451f547069f972cc8602c4ffff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c3f96da57765f4ff5d1d9aaa06083350 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c6380af2f1a4eeb372ce4b519d54ac22 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c3f96da57765f4ff5d1d9aaa06083350.setIcon(icon_c6380af2f1a4eeb372ce4b519d54ac22);\n",
              "        \n",
              "    \n",
              "        var popup_ea2a2421fc5a7b121ae8d9ab582d2ca0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1ec838c60324ef7138fff29b23542858 = $(`&lt;div id=&quot;html_1ec838c60324ef7138fff29b23542858&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_ea2a2421fc5a7b121ae8d9ab582d2ca0.setContent(html_1ec838c60324ef7138fff29b23542858);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c3f96da57765f4ff5d1d9aaa06083350.bindPopup(popup_ea2a2421fc5a7b121ae8d9ab582d2ca0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b4cb1bdfb027b96155dfe5f50bf28605 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_48645d032d521900399a3fbf5a991dab = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b4cb1bdfb027b96155dfe5f50bf28605.setIcon(icon_48645d032d521900399a3fbf5a991dab);\n",
              "        \n",
              "    \n",
              "        var popup_64d49a9773c8d202c0c3d5ce28690ca3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7292ccfa1557919cf4c9180863599bad = $(`&lt;div id=&quot;html_7292ccfa1557919cf4c9180863599bad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_64d49a9773c8d202c0c3d5ce28690ca3.setContent(html_7292ccfa1557919cf4c9180863599bad);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b4cb1bdfb027b96155dfe5f50bf28605.bindPopup(popup_64d49a9773c8d202c0c3d5ce28690ca3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2e6e45e6fdb6f6ccb51a7255d0cdf3e4 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_84631c999bbf894e99e6c3e2ce792dbe = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2e6e45e6fdb6f6ccb51a7255d0cdf3e4.setIcon(icon_84631c999bbf894e99e6c3e2ce792dbe);\n",
              "        \n",
              "    \n",
              "        var popup_15e3863c6266c8d2f41b4f80df8955d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_583d1b0f4a1b55c26ede80052d4b7184 = $(`&lt;div id=&quot;html_583d1b0f4a1b55c26ede80052d4b7184&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_15e3863c6266c8d2f41b4f80df8955d6.setContent(html_583d1b0f4a1b55c26ede80052d4b7184);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2e6e45e6fdb6f6ccb51a7255d0cdf3e4.bindPopup(popup_15e3863c6266c8d2f41b4f80df8955d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5173f1c7949a0152335e6cb64b679864 = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_08c3a1b1b35fcc5a3329544ec55202cc = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5173f1c7949a0152335e6cb64b679864.setIcon(icon_08c3a1b1b35fcc5a3329544ec55202cc);\n",
              "        \n",
              "    \n",
              "        var popup_63851df6256056385c532440255902ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e46907367fef839198a04584b270e61d = $(`&lt;div id=&quot;html_e46907367fef839198a04584b270e61d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_63851df6256056385c532440255902ab.setContent(html_e46907367fef839198a04584b270e61d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5173f1c7949a0152335e6cb64b679864.bindPopup(popup_63851df6256056385c532440255902ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3200918ecc89a2fc22ccc4ef8313c324 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d27e872c75ee96aeebddf3aaa9797c05 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3200918ecc89a2fc22ccc4ef8313c324.setIcon(icon_d27e872c75ee96aeebddf3aaa9797c05);\n",
              "        \n",
              "    \n",
              "        var popup_7fa1b57602de8d560d262d48ea67e10e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a4d9d9436a26bcea5eecaa3c83ac3e70 = $(`&lt;div id=&quot;html_a4d9d9436a26bcea5eecaa3c83ac3e70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_7fa1b57602de8d560d262d48ea67e10e.setContent(html_a4d9d9436a26bcea5eecaa3c83ac3e70);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3200918ecc89a2fc22ccc4ef8313c324.bindPopup(popup_7fa1b57602de8d560d262d48ea67e10e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e74bedb6d86196e1e9ad29035f7c350e = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2247bcc7be8bffa2f613bd980f429fa7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e74bedb6d86196e1e9ad29035f7c350e.setIcon(icon_2247bcc7be8bffa2f613bd980f429fa7);\n",
              "        \n",
              "    \n",
              "        var popup_9aec1ce6ce55377efc2ba69a28a28804 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_815d65bde41c2a06eca41bce7bb874e5 = $(`&lt;div id=&quot;html_815d65bde41c2a06eca41bce7bb874e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_9aec1ce6ce55377efc2ba69a28a28804.setContent(html_815d65bde41c2a06eca41bce7bb874e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e74bedb6d86196e1e9ad29035f7c350e.bindPopup(popup_9aec1ce6ce55377efc2ba69a28a28804)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5e999f45df18f242d0631f6cd2fe3b3e = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4b7daf543a88f0ccab28db402c01304b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5e999f45df18f242d0631f6cd2fe3b3e.setIcon(icon_4b7daf543a88f0ccab28db402c01304b);\n",
              "        \n",
              "    \n",
              "        var popup_a4edfddebe690d262a079269dec13a92 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_772964f8ca3377a6d126ed01ea6263b4 = $(`&lt;div id=&quot;html_772964f8ca3377a6d126ed01ea6263b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_a4edfddebe690d262a079269dec13a92.setContent(html_772964f8ca3377a6d126ed01ea6263b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5e999f45df18f242d0631f6cd2fe3b3e.bindPopup(popup_a4edfddebe690d262a079269dec13a92)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f9e2190ccd02071fa92d177b8e0e86e2 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_06ed25f2343db7637b68b39061369c77 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f9e2190ccd02071fa92d177b8e0e86e2.setIcon(icon_06ed25f2343db7637b68b39061369c77);\n",
              "        \n",
              "    \n",
              "        var popup_c6bf741fd170d88d2cc2ea958100ff6b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_166ac33ea5c1e7cd5df466b4cc6291aa = $(`&lt;div id=&quot;html_166ac33ea5c1e7cd5df466b4cc6291aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_c6bf741fd170d88d2cc2ea958100ff6b.setContent(html_166ac33ea5c1e7cd5df466b4cc6291aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f9e2190ccd02071fa92d177b8e0e86e2.bindPopup(popup_c6bf741fd170d88d2cc2ea958100ff6b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ccf7a188735f83b330e4217942e41ceb = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_42d625e5f961840ba4d6b6a8c04fb5a8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ccf7a188735f83b330e4217942e41ceb.setIcon(icon_42d625e5f961840ba4d6b6a8c04fb5a8);\n",
              "        \n",
              "    \n",
              "        var popup_b7912b9ed39fd6c08d2594a7360bbd35 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0309db25c234052d1194afb4a7a04057 = $(`&lt;div id=&quot;html_0309db25c234052d1194afb4a7a04057&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_b7912b9ed39fd6c08d2594a7360bbd35.setContent(html_0309db25c234052d1194afb4a7a04057);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ccf7a188735f83b330e4217942e41ceb.bindPopup(popup_b7912b9ed39fd6c08d2594a7360bbd35)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c4e57f8578268798d294c92b1ac338cc = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_eca4008a91b73c0a6e325e36cb4ab5a2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c4e57f8578268798d294c92b1ac338cc.setIcon(icon_eca4008a91b73c0a6e325e36cb4ab5a2);\n",
              "        \n",
              "    \n",
              "        var popup_a1a55b6a9a794b10be3bdc9c88c7a28d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4dab1a8261afc452b2d0c486591ff57a = $(`&lt;div id=&quot;html_4dab1a8261afc452b2d0c486591ff57a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_a1a55b6a9a794b10be3bdc9c88c7a28d.setContent(html_4dab1a8261afc452b2d0c486591ff57a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c4e57f8578268798d294c92b1ac338cc.bindPopup(popup_a1a55b6a9a794b10be3bdc9c88c7a28d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_82c3121d72507692127ba9294c262d5a = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8cf8f4d4bb8e6c6c65b48d6aae6de264 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_82c3121d72507692127ba9294c262d5a.setIcon(icon_8cf8f4d4bb8e6c6c65b48d6aae6de264);\n",
              "        \n",
              "    \n",
              "        var popup_bec29592c711dce973ef4e59cb8a0686 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_82f289b7a8f5a631d8079186d9611758 = $(`&lt;div id=&quot;html_82f289b7a8f5a631d8079186d9611758&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_bec29592c711dce973ef4e59cb8a0686.setContent(html_82f289b7a8f5a631d8079186d9611758);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_82c3121d72507692127ba9294c262d5a.bindPopup(popup_bec29592c711dce973ef4e59cb8a0686)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f813377759c8d1f08c0d1101c35d0b1c = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4874298013c54290adc2a67485fd4245 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f813377759c8d1f08c0d1101c35d0b1c.setIcon(icon_4874298013c54290adc2a67485fd4245);\n",
              "        \n",
              "    \n",
              "        var popup_4e2ffb5cb53a879f0139bb9741ca5d8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_acef8832fa534944ec1d7772d8724b9f = $(`&lt;div id=&quot;html_acef8832fa534944ec1d7772d8724b9f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_4e2ffb5cb53a879f0139bb9741ca5d8a.setContent(html_acef8832fa534944ec1d7772d8724b9f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f813377759c8d1f08c0d1101c35d0b1c.bindPopup(popup_4e2ffb5cb53a879f0139bb9741ca5d8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_598db24752198843e572306e8c1e848d = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4aa079515acf79d51f0e1d928bd7b80c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_598db24752198843e572306e8c1e848d.setIcon(icon_4aa079515acf79d51f0e1d928bd7b80c);\n",
              "        \n",
              "    \n",
              "        var popup_8db419120a80a11b4d107294709e0a91 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f6d97c37e57ee6647c44bb23da62a5a1 = $(`&lt;div id=&quot;html_f6d97c37e57ee6647c44bb23da62a5a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_8db419120a80a11b4d107294709e0a91.setContent(html_f6d97c37e57ee6647c44bb23da62a5a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_598db24752198843e572306e8c1e848d.bindPopup(popup_8db419120a80a11b4d107294709e0a91)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_194e2e06c4c7cd8047154cf7cd1e95fb = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a84062c788da60f5e243937464a52628 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_194e2e06c4c7cd8047154cf7cd1e95fb.setIcon(icon_a84062c788da60f5e243937464a52628);\n",
              "        \n",
              "    \n",
              "        var popup_02537b17e80f1f0c13c1613d43c5017c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_027c0c983358ad5d368cefcdd376ec21 = $(`&lt;div id=&quot;html_027c0c983358ad5d368cefcdd376ec21&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_02537b17e80f1f0c13c1613d43c5017c.setContent(html_027c0c983358ad5d368cefcdd376ec21);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_194e2e06c4c7cd8047154cf7cd1e95fb.bindPopup(popup_02537b17e80f1f0c13c1613d43c5017c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_80215bb0cf9a708b2149276ebed41520 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bfa3513fc754f9d951bfd5dfc8c34787 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_80215bb0cf9a708b2149276ebed41520.setIcon(icon_bfa3513fc754f9d951bfd5dfc8c34787);\n",
              "        \n",
              "    \n",
              "        var popup_06bc6d8f8226668ee33eb61938bff303 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5f71269c503ae2812b3606472c8b357 = $(`&lt;div id=&quot;html_e5f71269c503ae2812b3606472c8b357&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_06bc6d8f8226668ee33eb61938bff303.setContent(html_e5f71269c503ae2812b3606472c8b357);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_80215bb0cf9a708b2149276ebed41520.bindPopup(popup_06bc6d8f8226668ee33eb61938bff303)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d90e011c561e5614c6203ec13c57d2d9 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0160335e1f8b079e992e444953c90d3f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d90e011c561e5614c6203ec13c57d2d9.setIcon(icon_0160335e1f8b079e992e444953c90d3f);\n",
              "        \n",
              "    \n",
              "        var popup_126add3145a1633979b255b35c48bcba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3b16a67acb39d036e5f8839ca5ec5dba = $(`&lt;div id=&quot;html_3b16a67acb39d036e5f8839ca5ec5dba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_126add3145a1633979b255b35c48bcba.setContent(html_3b16a67acb39d036e5f8839ca5ec5dba);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d90e011c561e5614c6203ec13c57d2d9.bindPopup(popup_126add3145a1633979b255b35c48bcba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1723b78564d4176ae8b35da88e111efd = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b1ff591c7749759fc214058abebae818 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1723b78564d4176ae8b35da88e111efd.setIcon(icon_b1ff591c7749759fc214058abebae818);\n",
              "        \n",
              "    \n",
              "        var popup_7f1ce07b83de9bb0bddb2332bb16a394 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aebc31c54f329cdac9dfd0e952f75a72 = $(`&lt;div id=&quot;html_aebc31c54f329cdac9dfd0e952f75a72&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_7f1ce07b83de9bb0bddb2332bb16a394.setContent(html_aebc31c54f329cdac9dfd0e952f75a72);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1723b78564d4176ae8b35da88e111efd.bindPopup(popup_7f1ce07b83de9bb0bddb2332bb16a394)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9beade51b1c28d90895e62fb0cde6d34 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5ecd0905af9504fe86db5a49a7eb6c0d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9beade51b1c28d90895e62fb0cde6d34.setIcon(icon_5ecd0905af9504fe86db5a49a7eb6c0d);\n",
              "        \n",
              "    \n",
              "        var popup_a13a8e8df49269e212616e692ab973d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2ea6fb61fd12d78caf2e64cc34ebe78a = $(`&lt;div id=&quot;html_2ea6fb61fd12d78caf2e64cc34ebe78a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_a13a8e8df49269e212616e692ab973d8.setContent(html_2ea6fb61fd12d78caf2e64cc34ebe78a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9beade51b1c28d90895e62fb0cde6d34.bindPopup(popup_a13a8e8df49269e212616e692ab973d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_68741c12d3da8e926a323151107fdf21 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_12bb8b514a2fdb790b25801927d6d240 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_68741c12d3da8e926a323151107fdf21.setIcon(icon_12bb8b514a2fdb790b25801927d6d240);\n",
              "        \n",
              "    \n",
              "        var popup_b4620d20f6ef02d8c535876c7a8bffb9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0560e196a0e7864738d21cf93a4798eb = $(`&lt;div id=&quot;html_0560e196a0e7864738d21cf93a4798eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_b4620d20f6ef02d8c535876c7a8bffb9.setContent(html_0560e196a0e7864738d21cf93a4798eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_68741c12d3da8e926a323151107fdf21.bindPopup(popup_b4620d20f6ef02d8c535876c7a8bffb9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d36bc04cab8263a2a211712ab069d07b = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_593d6cb63aa645830bcf54a75a34a7e5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d36bc04cab8263a2a211712ab069d07b.setIcon(icon_593d6cb63aa645830bcf54a75a34a7e5);\n",
              "        \n",
              "    \n",
              "        var popup_54699b50ba24d71b1a9f558a7eb3145d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e0af0bfa5fb6e231f28a8ce551253a2 = $(`&lt;div id=&quot;html_6e0af0bfa5fb6e231f28a8ce551253a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_54699b50ba24d71b1a9f558a7eb3145d.setContent(html_6e0af0bfa5fb6e231f28a8ce551253a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d36bc04cab8263a2a211712ab069d07b.bindPopup(popup_54699b50ba24d71b1a9f558a7eb3145d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7361c52ec89875049fc48d84212d1362 = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_66bc1e566e4a628de13839fcf7a6d4ff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7361c52ec89875049fc48d84212d1362.setIcon(icon_66bc1e566e4a628de13839fcf7a6d4ff);\n",
              "        \n",
              "    \n",
              "        var popup_dc47e130fa326af108f29eafe695ba32 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9bbeb362b49718a48028cd5d57b0db4a = $(`&lt;div id=&quot;html_9bbeb362b49718a48028cd5d57b0db4a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_dc47e130fa326af108f29eafe695ba32.setContent(html_9bbeb362b49718a48028cd5d57b0db4a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7361c52ec89875049fc48d84212d1362.bindPopup(popup_dc47e130fa326af108f29eafe695ba32)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c9aab2c984ebf79836cc380d1770d0b9 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c3ff9fa24ecdbf0b1e945abf577f3904 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c9aab2c984ebf79836cc380d1770d0b9.setIcon(icon_c3ff9fa24ecdbf0b1e945abf577f3904);\n",
              "        \n",
              "    \n",
              "        var popup_b6dd5f40a3bd8253ed1406e969f06770 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_69f1e2bf6b8ec585fa1297cb23c3c6fb = $(`&lt;div id=&quot;html_69f1e2bf6b8ec585fa1297cb23c3c6fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_b6dd5f40a3bd8253ed1406e969f06770.setContent(html_69f1e2bf6b8ec585fa1297cb23c3c6fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c9aab2c984ebf79836cc380d1770d0b9.bindPopup(popup_b6dd5f40a3bd8253ed1406e969f06770)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_44a0b33f23fbb350e124ee9a6864a610 = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ffa0ed69fc08978f03a74a21d355e49a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_44a0b33f23fbb350e124ee9a6864a610.setIcon(icon_ffa0ed69fc08978f03a74a21d355e49a);\n",
              "        \n",
              "    \n",
              "        var popup_e776367fdc1f75ffe68ad413378716f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4eab5b9a947d1e120eefd1f8d1df8970 = $(`&lt;div id=&quot;html_4eab5b9a947d1e120eefd1f8d1df8970&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_e776367fdc1f75ffe68ad413378716f0.setContent(html_4eab5b9a947d1e120eefd1f8d1df8970);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_44a0b33f23fbb350e124ee9a6864a610.bindPopup(popup_e776367fdc1f75ffe68ad413378716f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fb8af6350bca3926bba55a425f7a7046 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9d98212ed66f1951d8cb872c5bf68f65 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fb8af6350bca3926bba55a425f7a7046.setIcon(icon_9d98212ed66f1951d8cb872c5bf68f65);\n",
              "        \n",
              "    \n",
              "        var popup_a023d2093b5e5c8b58d6a22201fd068b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2826ecc59670a5f368b0983d046a653a = $(`&lt;div id=&quot;html_2826ecc59670a5f368b0983d046a653a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_a023d2093b5e5c8b58d6a22201fd068b.setContent(html_2826ecc59670a5f368b0983d046a653a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fb8af6350bca3926bba55a425f7a7046.bindPopup(popup_a023d2093b5e5c8b58d6a22201fd068b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fa1b127b22e401e3c4159e42f9a3c802 = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b21c992997de33b39e1d63000f87c5ea = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fa1b127b22e401e3c4159e42f9a3c802.setIcon(icon_b21c992997de33b39e1d63000f87c5ea);\n",
              "        \n",
              "    \n",
              "        var popup_25579a3bad647373d44c6590bad258d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b0b3d663e3326c0bb98fbc568627957a = $(`&lt;div id=&quot;html_b0b3d663e3326c0bb98fbc568627957a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_25579a3bad647373d44c6590bad258d5.setContent(html_b0b3d663e3326c0bb98fbc568627957a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fa1b127b22e401e3c4159e42f9a3c802.bindPopup(popup_25579a3bad647373d44c6590bad258d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_133bcdd2320afd45d7ec2d6912c4df6f = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_91db2728b77486cbb87b99f593de4d5b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_133bcdd2320afd45d7ec2d6912c4df6f.setIcon(icon_91db2728b77486cbb87b99f593de4d5b);\n",
              "        \n",
              "    \n",
              "        var popup_4050167439f664b38272f01ce4dee95f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_34f937bb3d2729ae9b373a6db449d585 = $(`&lt;div id=&quot;html_34f937bb3d2729ae9b373a6db449d585&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_4050167439f664b38272f01ce4dee95f.setContent(html_34f937bb3d2729ae9b373a6db449d585);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_133bcdd2320afd45d7ec2d6912c4df6f.bindPopup(popup_4050167439f664b38272f01ce4dee95f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_567b93d3b7272db933583dcd40914a17 = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4461785994ddcb95cde407d292d612e6 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_567b93d3b7272db933583dcd40914a17.setIcon(icon_4461785994ddcb95cde407d292d612e6);\n",
              "        \n",
              "    \n",
              "        var popup_b1de152090a65741183761ceaea77fae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a532ccb203708995b08812efa2ad492 = $(`&lt;div id=&quot;html_4a532ccb203708995b08812efa2ad492&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_b1de152090a65741183761ceaea77fae.setContent(html_4a532ccb203708995b08812efa2ad492);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_567b93d3b7272db933583dcd40914a17.bindPopup(popup_b1de152090a65741183761ceaea77fae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3fb57eaabd663b4eaad75661a886ce28 = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cce51156b58bc9f8860aca7ec9637644 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3fb57eaabd663b4eaad75661a886ce28.setIcon(icon_cce51156b58bc9f8860aca7ec9637644);\n",
              "        \n",
              "    \n",
              "        var popup_e5e8255b01a3f79185c53e2183f2e939 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f457e1cd073165388dbc94f0a7488fa2 = $(`&lt;div id=&quot;html_f457e1cd073165388dbc94f0a7488fa2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_e5e8255b01a3f79185c53e2183f2e939.setContent(html_f457e1cd073165388dbc94f0a7488fa2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3fb57eaabd663b4eaad75661a886ce28.bindPopup(popup_e5e8255b01a3f79185c53e2183f2e939)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_341b9877668da4e70a188634ff811135 = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2d1cbf6c4270bf2313925125879f643f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_341b9877668da4e70a188634ff811135.setIcon(icon_2d1cbf6c4270bf2313925125879f643f);\n",
              "        \n",
              "    \n",
              "        var popup_405a2e86f12c2b36965ab8c41ef35cd7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d123dfd9a8f7068dcfed57b229d95b62 = $(`&lt;div id=&quot;html_d123dfd9a8f7068dcfed57b229d95b62&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_405a2e86f12c2b36965ab8c41ef35cd7.setContent(html_d123dfd9a8f7068dcfed57b229d95b62);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_341b9877668da4e70a188634ff811135.bindPopup(popup_405a2e86f12c2b36965ab8c41ef35cd7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4b72b381afe7f13bceb768303f9bb82f = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1089047d0d87b4735325b06696f1c79b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4b72b381afe7f13bceb768303f9bb82f.setIcon(icon_1089047d0d87b4735325b06696f1c79b);\n",
              "        \n",
              "    \n",
              "        var popup_0e559be2006be460d3b72ae5103ce89c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3b2e63aea4d61b99902be2207100209d = $(`&lt;div id=&quot;html_3b2e63aea4d61b99902be2207100209d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_0e559be2006be460d3b72ae5103ce89c.setContent(html_3b2e63aea4d61b99902be2207100209d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4b72b381afe7f13bceb768303f9bb82f.bindPopup(popup_0e559be2006be460d3b72ae5103ce89c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_794b5f0ba849404c11dd6681f614f72c = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ed386821d39bd550d483fe32c9f3f448 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_794b5f0ba849404c11dd6681f614f72c.setIcon(icon_ed386821d39bd550d483fe32c9f3f448);\n",
              "        \n",
              "    \n",
              "        var popup_3fdedb816cf2a989666281efbd313e1c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_050d72ffad553a1511a54b16efe35d3f = $(`&lt;div id=&quot;html_050d72ffad553a1511a54b16efe35d3f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_3fdedb816cf2a989666281efbd313e1c.setContent(html_050d72ffad553a1511a54b16efe35d3f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_794b5f0ba849404c11dd6681f614f72c.bindPopup(popup_3fdedb816cf2a989666281efbd313e1c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d67c9203bb3256e405eed7cb9411b4a7 = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c67f49ae3ac935b711e7a2b1e00b7737 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d67c9203bb3256e405eed7cb9411b4a7.setIcon(icon_c67f49ae3ac935b711e7a2b1e00b7737);\n",
              "        \n",
              "    \n",
              "        var popup_d468644e7e7d81c49331e4c133774f78 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_752736e2cd516c04f4167fb3081c06d8 = $(`&lt;div id=&quot;html_752736e2cd516c04f4167fb3081c06d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_d468644e7e7d81c49331e4c133774f78.setContent(html_752736e2cd516c04f4167fb3081c06d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d67c9203bb3256e405eed7cb9411b4a7.bindPopup(popup_d468644e7e7d81c49331e4c133774f78)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d6f63293414a8fefcea167384d7f74cb = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_14970c7a93e439bfed9746f92e14302a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d6f63293414a8fefcea167384d7f74cb.setIcon(icon_14970c7a93e439bfed9746f92e14302a);\n",
              "        \n",
              "    \n",
              "        var popup_c03b8e9f704ecb87ec1a8f5506c0967e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_badc47a2b5fba3970988bf0e3832b647 = $(`&lt;div id=&quot;html_badc47a2b5fba3970988bf0e3832b647&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_c03b8e9f704ecb87ec1a8f5506c0967e.setContent(html_badc47a2b5fba3970988bf0e3832b647);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d6f63293414a8fefcea167384d7f74cb.bindPopup(popup_c03b8e9f704ecb87ec1a8f5506c0967e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_27bcbe584fd6995414ce8df7d750af2f = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_acfa41df95eb2cd3c5e84969e790b8b1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_27bcbe584fd6995414ce8df7d750af2f.setIcon(icon_acfa41df95eb2cd3c5e84969e790b8b1);\n",
              "        \n",
              "    \n",
              "        var popup_fb84e5908acd7419246f0a820902e90c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4eb9f789d201442348fb9b455cb2dcd4 = $(`&lt;div id=&quot;html_4eb9f789d201442348fb9b455cb2dcd4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_fb84e5908acd7419246f0a820902e90c.setContent(html_4eb9f789d201442348fb9b455cb2dcd4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_27bcbe584fd6995414ce8df7d750af2f.bindPopup(popup_fb84e5908acd7419246f0a820902e90c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c0be592a4d6517529df69efe432a4501 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2f2547f51c69e1a5a6c5e716cd1674c9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c0be592a4d6517529df69efe432a4501.setIcon(icon_2f2547f51c69e1a5a6c5e716cd1674c9);\n",
              "        \n",
              "    \n",
              "        var popup_38b57d0847d0137eadc9f64662c32978 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d9a1c73de3b1a7beeb000e74e96f631 = $(`&lt;div id=&quot;html_6d9a1c73de3b1a7beeb000e74e96f631&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_38b57d0847d0137eadc9f64662c32978.setContent(html_6d9a1c73de3b1a7beeb000e74e96f631);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c0be592a4d6517529df69efe432a4501.bindPopup(popup_38b57d0847d0137eadc9f64662c32978)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9b3615c63b5d231c71d9ba098f664655 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_36dc4f807ef03c0785a2ca5e615fc0ab = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9b3615c63b5d231c71d9ba098f664655.setIcon(icon_36dc4f807ef03c0785a2ca5e615fc0ab);\n",
              "        \n",
              "    \n",
              "        var popup_43ef492f8bce6bb9d91ac8eacc744e30 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3dca62008ea314e3f9b33867cfdc0eb5 = $(`&lt;div id=&quot;html_3dca62008ea314e3f9b33867cfdc0eb5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_43ef492f8bce6bb9d91ac8eacc744e30.setContent(html_3dca62008ea314e3f9b33867cfdc0eb5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9b3615c63b5d231c71d9ba098f664655.bindPopup(popup_43ef492f8bce6bb9d91ac8eacc744e30)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4f5e527653edf6f8ac1ec173532ed5ac = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b4af58e00b60690f9379cf2c9b1fb568 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4f5e527653edf6f8ac1ec173532ed5ac.setIcon(icon_b4af58e00b60690f9379cf2c9b1fb568);\n",
              "        \n",
              "    \n",
              "        var popup_bf649d06e9b6a33f9d7cec566ca264ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f9a0dba2299a4c6551ce8ceb0b38a95e = $(`&lt;div id=&quot;html_f9a0dba2299a4c6551ce8ceb0b38a95e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_bf649d06e9b6a33f9d7cec566ca264ed.setContent(html_f9a0dba2299a4c6551ce8ceb0b38a95e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4f5e527653edf6f8ac1ec173532ed5ac.bindPopup(popup_bf649d06e9b6a33f9d7cec566ca264ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b67dafc118a28edebcc4e83bbf2c9d0a = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e6a0adc8503568ca9c118d0d36cec767 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b67dafc118a28edebcc4e83bbf2c9d0a.setIcon(icon_e6a0adc8503568ca9c118d0d36cec767);\n",
              "        \n",
              "    \n",
              "        var popup_88a51aedc008b109bbbb8292ef55bc20 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26366a7e1d4e4d5d25a26433bb813a5d = $(`&lt;div id=&quot;html_26366a7e1d4e4d5d25a26433bb813a5d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_88a51aedc008b109bbbb8292ef55bc20.setContent(html_26366a7e1d4e4d5d25a26433bb813a5d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b67dafc118a28edebcc4e83bbf2c9d0a.bindPopup(popup_88a51aedc008b109bbbb8292ef55bc20)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_494422bd9dddb64be07e31ee509856ab = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4b414343fa443588ed35ef3a5796a0b7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_494422bd9dddb64be07e31ee509856ab.setIcon(icon_4b414343fa443588ed35ef3a5796a0b7);\n",
              "        \n",
              "    \n",
              "        var popup_d3425fa2d05e6f4ab122ec5f5c1ad9c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_23bed7fd893ea253529e946bf4269517 = $(`&lt;div id=&quot;html_23bed7fd893ea253529e946bf4269517&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_d3425fa2d05e6f4ab122ec5f5c1ad9c8.setContent(html_23bed7fd893ea253529e946bf4269517);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_494422bd9dddb64be07e31ee509856ab.bindPopup(popup_d3425fa2d05e6f4ab122ec5f5c1ad9c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_82964eb48f5ead45ab98c747842ace6d = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_78fb1b60de8181f3203925559dfc93ee = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_82964eb48f5ead45ab98c747842ace6d.setIcon(icon_78fb1b60de8181f3203925559dfc93ee);\n",
              "        \n",
              "    \n",
              "        var popup_b2bfad845001b4851052f384de74e5c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_547b8f9d9db10607a269d1591be4f01b = $(`&lt;div id=&quot;html_547b8f9d9db10607a269d1591be4f01b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_b2bfad845001b4851052f384de74e5c1.setContent(html_547b8f9d9db10607a269d1591be4f01b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_82964eb48f5ead45ab98c747842ace6d.bindPopup(popup_b2bfad845001b4851052f384de74e5c1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f4bc8452b70e4f678a7a9d77a9a60351 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6824ae368192e69c5f06f81eeb36e02d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f4bc8452b70e4f678a7a9d77a9a60351.setIcon(icon_6824ae368192e69c5f06f81eeb36e02d);\n",
              "        \n",
              "    \n",
              "        var popup_a58c041c637d2c96f0ac86e8b5fb2159 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0f626e1f95d5dd9a1b0faf63a3e760da = $(`&lt;div id=&quot;html_0f626e1f95d5dd9a1b0faf63a3e760da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_a58c041c637d2c96f0ac86e8b5fb2159.setContent(html_0f626e1f95d5dd9a1b0faf63a3e760da);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f4bc8452b70e4f678a7a9d77a9a60351.bindPopup(popup_a58c041c637d2c96f0ac86e8b5fb2159)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a5bdb5ea0872309d4964c3ed4fc9fc70 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f0154855bebc3b083e5be2fc7bc43438 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a5bdb5ea0872309d4964c3ed4fc9fc70.setIcon(icon_f0154855bebc3b083e5be2fc7bc43438);\n",
              "        \n",
              "    \n",
              "        var popup_dccff5a31a27a33e6fccd4decd436df1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d8380b578abbcb675a52a0db7759ace = $(`&lt;div id=&quot;html_9d8380b578abbcb675a52a0db7759ace&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_dccff5a31a27a33e6fccd4decd436df1.setContent(html_9d8380b578abbcb675a52a0db7759ace);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a5bdb5ea0872309d4964c3ed4fc9fc70.bindPopup(popup_dccff5a31a27a33e6fccd4decd436df1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0ea50780ab74664af44b0c583b0a86a5 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_22503dd55d8e8916e5c74aa9443fac3e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0ea50780ab74664af44b0c583b0a86a5.setIcon(icon_22503dd55d8e8916e5c74aa9443fac3e);\n",
              "        \n",
              "    \n",
              "        var popup_15077babfe2c7e88ad7b6248b2e2c6f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d07cbc9c3c477604e5d6eccd21e04d20 = $(`&lt;div id=&quot;html_d07cbc9c3c477604e5d6eccd21e04d20&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_15077babfe2c7e88ad7b6248b2e2c6f9.setContent(html_d07cbc9c3c477604e5d6eccd21e04d20);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0ea50780ab74664af44b0c583b0a86a5.bindPopup(popup_15077babfe2c7e88ad7b6248b2e2c6f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7da92b681168c25e5e209b402056ab52 = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2857a5eca804388c1157314206c9de3d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7da92b681168c25e5e209b402056ab52.setIcon(icon_2857a5eca804388c1157314206c9de3d);\n",
              "        \n",
              "    \n",
              "        var popup_6e327e52dd04a2527d741e1a6d06e182 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_20e681209a9e7f78470ba2073d07c6ac = $(`&lt;div id=&quot;html_20e681209a9e7f78470ba2073d07c6ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_6e327e52dd04a2527d741e1a6d06e182.setContent(html_20e681209a9e7f78470ba2073d07c6ac);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7da92b681168c25e5e209b402056ab52.bindPopup(popup_6e327e52dd04a2527d741e1a6d06e182)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3f643fdb45ea76d4a736bd66c358b047 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_32b15508d194abb69952166d3f68e024 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3f643fdb45ea76d4a736bd66c358b047.setIcon(icon_32b15508d194abb69952166d3f68e024);\n",
              "        \n",
              "    \n",
              "        var popup_d10ff8226236587ce245f8830384b620 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0d84a8735c4f4cee93e37e43be16fe2a = $(`&lt;div id=&quot;html_0d84a8735c4f4cee93e37e43be16fe2a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_d10ff8226236587ce245f8830384b620.setContent(html_0d84a8735c4f4cee93e37e43be16fe2a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3f643fdb45ea76d4a736bd66c358b047.bindPopup(popup_d10ff8226236587ce245f8830384b620)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c1b4acf6d52d3e9ee9544c2bc12a2bdb = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_07a1f977bf61adc8aff0d3a5cced2603 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c1b4acf6d52d3e9ee9544c2bc12a2bdb.setIcon(icon_07a1f977bf61adc8aff0d3a5cced2603);\n",
              "        \n",
              "    \n",
              "        var popup_21275335cbb6f8cd813bc12af1eb76d9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a976954cc1843f321a630d2b85d9c34f = $(`&lt;div id=&quot;html_a976954cc1843f321a630d2b85d9c34f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_21275335cbb6f8cd813bc12af1eb76d9.setContent(html_a976954cc1843f321a630d2b85d9c34f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c1b4acf6d52d3e9ee9544c2bc12a2bdb.bindPopup(popup_21275335cbb6f8cd813bc12af1eb76d9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ab71b1f2f2c1b1d2ed4c6cf9f5f9ba68 = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0d7928537e3f30bbfe75bea6a36dd88d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ab71b1f2f2c1b1d2ed4c6cf9f5f9ba68.setIcon(icon_0d7928537e3f30bbfe75bea6a36dd88d);\n",
              "        \n",
              "    \n",
              "        var popup_58d7945d661b751f417ecad6bea704de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_67bafeda3fa05a21e62d65f51408b818 = $(`&lt;div id=&quot;html_67bafeda3fa05a21e62d65f51408b818&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_58d7945d661b751f417ecad6bea704de.setContent(html_67bafeda3fa05a21e62d65f51408b818);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ab71b1f2f2c1b1d2ed4c6cf9f5f9ba68.bindPopup(popup_58d7945d661b751f417ecad6bea704de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2548d977a4ab47b058c61578e4217a46 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_de72f92bd0d1bdbe294a7dd312ac24a1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2548d977a4ab47b058c61578e4217a46.setIcon(icon_de72f92bd0d1bdbe294a7dd312ac24a1);\n",
              "        \n",
              "    \n",
              "        var popup_ed3d690d70646376137527ef47890ec5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c0287fb72ccda78f62cfc6b04eea094 = $(`&lt;div id=&quot;html_3c0287fb72ccda78f62cfc6b04eea094&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_ed3d690d70646376137527ef47890ec5.setContent(html_3c0287fb72ccda78f62cfc6b04eea094);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2548d977a4ab47b058c61578e4217a46.bindPopup(popup_ed3d690d70646376137527ef47890ec5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4ad6437270a75b444c6138e9b47b74d9 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5d1dbaf739ad449f4e01d5414e2472d2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4ad6437270a75b444c6138e9b47b74d9.setIcon(icon_5d1dbaf739ad449f4e01d5414e2472d2);\n",
              "        \n",
              "    \n",
              "        var popup_b9c15b75f0818905b4cb9db2e7ae6f5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0c0310f44ca8bd503c50931d6384fefb = $(`&lt;div id=&quot;html_0c0310f44ca8bd503c50931d6384fefb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_b9c15b75f0818905b4cb9db2e7ae6f5f.setContent(html_0c0310f44ca8bd503c50931d6384fefb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4ad6437270a75b444c6138e9b47b74d9.bindPopup(popup_b9c15b75f0818905b4cb9db2e7ae6f5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_826d1cf7f559588bdaeb83e65170d25e = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4e3b0ca945fc7d89309a8b8c5cee04f5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_826d1cf7f559588bdaeb83e65170d25e.setIcon(icon_4e3b0ca945fc7d89309a8b8c5cee04f5);\n",
              "        \n",
              "    \n",
              "        var popup_1afecc26f46ac17cea16d270ffda27cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cb89b108ad71aa8b48de5b868f5de522 = $(`&lt;div id=&quot;html_cb89b108ad71aa8b48de5b868f5de522&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_1afecc26f46ac17cea16d270ffda27cd.setContent(html_cb89b108ad71aa8b48de5b868f5de522);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_826d1cf7f559588bdaeb83e65170d25e.bindPopup(popup_1afecc26f46ac17cea16d270ffda27cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_714e8f8a0a8e8b2495946f3ac4bdae1d = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c1c6632478548476a30a02a31e51246b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_714e8f8a0a8e8b2495946f3ac4bdae1d.setIcon(icon_c1c6632478548476a30a02a31e51246b);\n",
              "        \n",
              "    \n",
              "        var popup_5b7c832b12acbaa1233730b5a2aae3d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b40e3c1f117da47fb1397f42fc16bd6 = $(`&lt;div id=&quot;html_1b40e3c1f117da47fb1397f42fc16bd6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_5b7c832b12acbaa1233730b5a2aae3d4.setContent(html_1b40e3c1f117da47fb1397f42fc16bd6);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_714e8f8a0a8e8b2495946f3ac4bdae1d.bindPopup(popup_5b7c832b12acbaa1233730b5a2aae3d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d8d1507a0f2d8a5d22273f9821732a44 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_84af7c7d7cce744f0eaa9be9bf7e4d49 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d8d1507a0f2d8a5d22273f9821732a44.setIcon(icon_84af7c7d7cce744f0eaa9be9bf7e4d49);\n",
              "        \n",
              "    \n",
              "        var popup_a828ff589ae0d134f92b318cb1d96e38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fb3056f73c80e9722166011af12cc9f0 = $(`&lt;div id=&quot;html_fb3056f73c80e9722166011af12cc9f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_a828ff589ae0d134f92b318cb1d96e38.setContent(html_fb3056f73c80e9722166011af12cc9f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d8d1507a0f2d8a5d22273f9821732a44.bindPopup(popup_a828ff589ae0d134f92b318cb1d96e38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ef87ce7d7f55a1b73729cdf90e1751a6 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e684410b0f8cf9bf4b2af25134ead3f7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ef87ce7d7f55a1b73729cdf90e1751a6.setIcon(icon_e684410b0f8cf9bf4b2af25134ead3f7);\n",
              "        \n",
              "    \n",
              "        var popup_b03c34232748ea7675a4a781d6044b35 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b760608e702aa769bdef594b9b64f0e = $(`&lt;div id=&quot;html_5b760608e702aa769bdef594b9b64f0e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_b03c34232748ea7675a4a781d6044b35.setContent(html_5b760608e702aa769bdef594b9b64f0e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ef87ce7d7f55a1b73729cdf90e1751a6.bindPopup(popup_b03c34232748ea7675a4a781d6044b35)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e454d7264896f26fa6a84643a7b07dc3 = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b79a0e64e44925820a78efcd02d78ea3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e454d7264896f26fa6a84643a7b07dc3.setIcon(icon_b79a0e64e44925820a78efcd02d78ea3);\n",
              "        \n",
              "    \n",
              "        var popup_76e46b058514eff81878b805dedccd04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_79f3f6afb61ad1b63efe77ce22df9643 = $(`&lt;div id=&quot;html_79f3f6afb61ad1b63efe77ce22df9643&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_76e46b058514eff81878b805dedccd04.setContent(html_79f3f6afb61ad1b63efe77ce22df9643);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e454d7264896f26fa6a84643a7b07dc3.bindPopup(popup_76e46b058514eff81878b805dedccd04)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d3a803b375b5e199eaf84babfa68093b = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bff4bfe8f697a00b30b9f83f9261ef44 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d3a803b375b5e199eaf84babfa68093b.setIcon(icon_bff4bfe8f697a00b30b9f83f9261ef44);\n",
              "        \n",
              "    \n",
              "        var popup_3190d3eb695186de28d1782255ea65cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52e0592a2d9126a3e06e311cb49d5ba9 = $(`&lt;div id=&quot;html_52e0592a2d9126a3e06e311cb49d5ba9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_3190d3eb695186de28d1782255ea65cc.setContent(html_52e0592a2d9126a3e06e311cb49d5ba9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d3a803b375b5e199eaf84babfa68093b.bindPopup(popup_3190d3eb695186de28d1782255ea65cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9408900f31b57600704a4472a33cca44 = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e93e362fe975037658b3d3e3e7c1af83 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9408900f31b57600704a4472a33cca44.setIcon(icon_e93e362fe975037658b3d3e3e7c1af83);\n",
              "        \n",
              "    \n",
              "        var popup_fc87c1e589329665ef37edd58408381a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_baa06b08bce2f21401cf891dc64651ba = $(`&lt;div id=&quot;html_baa06b08bce2f21401cf891dc64651ba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_fc87c1e589329665ef37edd58408381a.setContent(html_baa06b08bce2f21401cf891dc64651ba);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9408900f31b57600704a4472a33cca44.bindPopup(popup_fc87c1e589329665ef37edd58408381a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_03a49c56740289f7b78337bed16ca2e6 = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_138de1d6fc7a7be99082dadb7329f348 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_03a49c56740289f7b78337bed16ca2e6.setIcon(icon_138de1d6fc7a7be99082dadb7329f348);\n",
              "        \n",
              "    \n",
              "        var popup_3ad81b77571c20f2969689c307ce6eab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3971964c9d816cdbc68513e9a528422b = $(`&lt;div id=&quot;html_3971964c9d816cdbc68513e9a528422b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_3ad81b77571c20f2969689c307ce6eab.setContent(html_3971964c9d816cdbc68513e9a528422b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_03a49c56740289f7b78337bed16ca2e6.bindPopup(popup_3ad81b77571c20f2969689c307ce6eab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6350d5faf90787b7f67ad41bac3c0898 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4f8614343975f726c7f2345394e36c68 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6350d5faf90787b7f67ad41bac3c0898.setIcon(icon_4f8614343975f726c7f2345394e36c68);\n",
              "        \n",
              "    \n",
              "        var popup_8c2dd381e1bfc0c6a5c7766946c00c7b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_714f1bebe32d10d47f8b3fc137c593b5 = $(`&lt;div id=&quot;html_714f1bebe32d10d47f8b3fc137c593b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_8c2dd381e1bfc0c6a5c7766946c00c7b.setContent(html_714f1bebe32d10d47f8b3fc137c593b5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6350d5faf90787b7f67ad41bac3c0898.bindPopup(popup_8c2dd381e1bfc0c6a5c7766946c00c7b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ad1bba314d6e6801cc25590b04febb87 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_723297c7951d321a939c933d6128a967 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ad1bba314d6e6801cc25590b04febb87.setIcon(icon_723297c7951d321a939c933d6128a967);\n",
              "        \n",
              "    \n",
              "        var popup_465e86e7e28198d15428b8d10df9e9fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_150998c93dddfbc5da057ef95c1be016 = $(`&lt;div id=&quot;html_150998c93dddfbc5da057ef95c1be016&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_465e86e7e28198d15428b8d10df9e9fa.setContent(html_150998c93dddfbc5da057ef95c1be016);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ad1bba314d6e6801cc25590b04febb87.bindPopup(popup_465e86e7e28198d15428b8d10df9e9fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_59b6a0194f0c4b605028a0e1dda47053 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_cc5a3b4cbbef462cb35c2f29024304b0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_59b6a0194f0c4b605028a0e1dda47053.setIcon(icon_cc5a3b4cbbef462cb35c2f29024304b0);\n",
              "        \n",
              "    \n",
              "        var popup_87545e316be3eadc7895b8c5325439c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_881bb069d1e093833887b73c8cb97fec = $(`&lt;div id=&quot;html_881bb069d1e093833887b73c8cb97fec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_87545e316be3eadc7895b8c5325439c1.setContent(html_881bb069d1e093833887b73c8cb97fec);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_59b6a0194f0c4b605028a0e1dda47053.bindPopup(popup_87545e316be3eadc7895b8c5325439c1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_56a57bbca681313308973d47c67dd82d = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d37f2118844994c8772c1cbc4b4912e7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_56a57bbca681313308973d47c67dd82d.setIcon(icon_d37f2118844994c8772c1cbc4b4912e7);\n",
              "        \n",
              "    \n",
              "        var popup_ab711d315de794ad19b3216895b82ea2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f59dfaea712bf2912b602ec07723e65a = $(`&lt;div id=&quot;html_f59dfaea712bf2912b602ec07723e65a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_ab711d315de794ad19b3216895b82ea2.setContent(html_f59dfaea712bf2912b602ec07723e65a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_56a57bbca681313308973d47c67dd82d.bindPopup(popup_ab711d315de794ad19b3216895b82ea2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fe3af66fc6d3ec26b3aa0b68d4ff00df = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f712301c3729bc864b0981293ecad3f5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fe3af66fc6d3ec26b3aa0b68d4ff00df.setIcon(icon_f712301c3729bc864b0981293ecad3f5);\n",
              "        \n",
              "    \n",
              "        var popup_7554e686f4ada6c8dbb4ab208149d1d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_32aae821313390831cbdeb65223712b4 = $(`&lt;div id=&quot;html_32aae821313390831cbdeb65223712b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_7554e686f4ada6c8dbb4ab208149d1d3.setContent(html_32aae821313390831cbdeb65223712b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fe3af66fc6d3ec26b3aa0b68d4ff00df.bindPopup(popup_7554e686f4ada6c8dbb4ab208149d1d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e451697821f78fe53e1378b064937bac = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_4e19997a6ceebd550b53631d350345ae = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e451697821f78fe53e1378b064937bac.setIcon(icon_4e19997a6ceebd550b53631d350345ae);\n",
              "        \n",
              "    \n",
              "        var popup_c38f018c25b3d4668d6887eee81c3d43 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d720fa39104d1657662ad96ea0c6b0a0 = $(`&lt;div id=&quot;html_d720fa39104d1657662ad96ea0c6b0a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_c38f018c25b3d4668d6887eee81c3d43.setContent(html_d720fa39104d1657662ad96ea0c6b0a0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e451697821f78fe53e1378b064937bac.bindPopup(popup_c38f018c25b3d4668d6887eee81c3d43)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_74b77a65e0460a90f2496d75e1cb3243 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2409e8cf11dff31948d3072806117474 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_74b77a65e0460a90f2496d75e1cb3243.setIcon(icon_2409e8cf11dff31948d3072806117474);\n",
              "        \n",
              "    \n",
              "        var popup_89ed2db26320a9efd654bb2db6249517 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7738723b3709569425d91d491c258740 = $(`&lt;div id=&quot;html_7738723b3709569425d91d491c258740&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_89ed2db26320a9efd654bb2db6249517.setContent(html_7738723b3709569425d91d491c258740);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_74b77a65e0460a90f2496d75e1cb3243.bindPopup(popup_89ed2db26320a9efd654bb2db6249517)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2e86a482629f9bc722808bb910ce403e = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fbb7a01e07062cb69eb5f3613bdfb549 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2e86a482629f9bc722808bb910ce403e.setIcon(icon_fbb7a01e07062cb69eb5f3613bdfb549);\n",
              "        \n",
              "    \n",
              "        var popup_750ab486c62dc56032990dd21c9731de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25727a39f49492d2ab6c6b919b420c0f = $(`&lt;div id=&quot;html_25727a39f49492d2ab6c6b919b420c0f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_750ab486c62dc56032990dd21c9731de.setContent(html_25727a39f49492d2ab6c6b919b420c0f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2e86a482629f9bc722808bb910ce403e.bindPopup(popup_750ab486c62dc56032990dd21c9731de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5e251f7e6b1b861d480714a32b9b625d = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0b239938f5666990f105ec665607b34b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5e251f7e6b1b861d480714a32b9b625d.setIcon(icon_0b239938f5666990f105ec665607b34b);\n",
              "        \n",
              "    \n",
              "        var popup_3136325f6c03cecce7809b31b8e0cff3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cccedeefe5eb5c0ef2cdc2f4f9a5fc3c = $(`&lt;div id=&quot;html_cccedeefe5eb5c0ef2cdc2f4f9a5fc3c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_3136325f6c03cecce7809b31b8e0cff3.setContent(html_cccedeefe5eb5c0ef2cdc2f4f9a5fc3c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5e251f7e6b1b861d480714a32b9b625d.bindPopup(popup_3136325f6c03cecce7809b31b8e0cff3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bdcac8296f4f5d5d0c6529b14c4b041e = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_0bab23da963559dc8b89d5c911060090 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_bdcac8296f4f5d5d0c6529b14c4b041e.setIcon(icon_0bab23da963559dc8b89d5c911060090);\n",
              "        \n",
              "    \n",
              "        var popup_48db250fa3080bfee1ffa2306c6c4324 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ffe89fb69ae952fe597e182746747cb5 = $(`&lt;div id=&quot;html_ffe89fb69ae952fe597e182746747cb5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_48db250fa3080bfee1ffa2306c6c4324.setContent(html_ffe89fb69ae952fe597e182746747cb5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_bdcac8296f4f5d5d0c6529b14c4b041e.bindPopup(popup_48db250fa3080bfee1ffa2306c6c4324)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_770f29793f3ba57676e24f1d154794d1 = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bda4e57b16a97ba88dbea67bf478d61a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_770f29793f3ba57676e24f1d154794d1.setIcon(icon_bda4e57b16a97ba88dbea67bf478d61a);\n",
              "        \n",
              "    \n",
              "        var popup_4c798b9ade56353d85f20690a0d7d3a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e4bb3441b3817e53add4fa1b2edb494f = $(`&lt;div id=&quot;html_e4bb3441b3817e53add4fa1b2edb494f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_4c798b9ade56353d85f20690a0d7d3a4.setContent(html_e4bb3441b3817e53add4fa1b2edb494f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_770f29793f3ba57676e24f1d154794d1.bindPopup(popup_4c798b9ade56353d85f20690a0d7d3a4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b5e3b8ba89fd56e6c90bc73ce64686c1 = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e70664f8fb5e39bcd700f25d4ed896c7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b5e3b8ba89fd56e6c90bc73ce64686c1.setIcon(icon_e70664f8fb5e39bcd700f25d4ed896c7);\n",
              "        \n",
              "    \n",
              "        var popup_ffd798e4e65fdeabd47c8a500a8cd84d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c1f9061565ba6c01a03ea8dff94c6f3 = $(`&lt;div id=&quot;html_8c1f9061565ba6c01a03ea8dff94c6f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_ffd798e4e65fdeabd47c8a500a8cd84d.setContent(html_8c1f9061565ba6c01a03ea8dff94c6f3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b5e3b8ba89fd56e6c90bc73ce64686c1.bindPopup(popup_ffd798e4e65fdeabd47c8a500a8cd84d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8e92c4424d75b2ec387c01928a4cb82e = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_054f5247bfa4b7d5c71efdfac419c593 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8e92c4424d75b2ec387c01928a4cb82e.setIcon(icon_054f5247bfa4b7d5c71efdfac419c593);\n",
              "        \n",
              "    \n",
              "        var popup_695fa847ea0ca22cd6ece2445fe27352 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3c4f9e195cae9d0d78ed19e99a50739 = $(`&lt;div id=&quot;html_d3c4f9e195cae9d0d78ed19e99a50739&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_695fa847ea0ca22cd6ece2445fe27352.setContent(html_d3c4f9e195cae9d0d78ed19e99a50739);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8e92c4424d75b2ec387c01928a4cb82e.bindPopup(popup_695fa847ea0ca22cd6ece2445fe27352)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9793d9c94b6c7b218ed47cfd18806dd7 = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f8cedbf3e6c26c813d284d59284a18d0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9793d9c94b6c7b218ed47cfd18806dd7.setIcon(icon_f8cedbf3e6c26c813d284d59284a18d0);\n",
              "        \n",
              "    \n",
              "        var popup_62acd273bb5ebab8e28a111a1389da24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_648bc7a93de32fb3dede4970670649f9 = $(`&lt;div id=&quot;html_648bc7a93de32fb3dede4970670649f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_62acd273bb5ebab8e28a111a1389da24.setContent(html_648bc7a93de32fb3dede4970670649f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9793d9c94b6c7b218ed47cfd18806dd7.bindPopup(popup_62acd273bb5ebab8e28a111a1389da24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_41a314128fc3f1302b8919c1e5831ecf = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2e1fc71602ccdddb7daba9d6675c1b3d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_41a314128fc3f1302b8919c1e5831ecf.setIcon(icon_2e1fc71602ccdddb7daba9d6675c1b3d);\n",
              "        \n",
              "    \n",
              "        var popup_df5c26791af35173107a7bb8e9d051e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc6843f31817eefdabb5610abb50d6c7 = $(`&lt;div id=&quot;html_dc6843f31817eefdabb5610abb50d6c7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_df5c26791af35173107a7bb8e9d051e9.setContent(html_dc6843f31817eefdabb5610abb50d6c7);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_41a314128fc3f1302b8919c1e5831ecf.bindPopup(popup_df5c26791af35173107a7bb8e9d051e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8ec423d506b48c85f93f6a86d2ca0a01 = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bf642cc20e290246b2b19867e4fec12b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8ec423d506b48c85f93f6a86d2ca0a01.setIcon(icon_bf642cc20e290246b2b19867e4fec12b);\n",
              "        \n",
              "    \n",
              "        var popup_da14b34b31c53b979ef34b12cdf59ff9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e9c1ab34dce113783c066dadc27a0e53 = $(`&lt;div id=&quot;html_e9c1ab34dce113783c066dadc27a0e53&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_da14b34b31c53b979ef34b12cdf59ff9.setContent(html_e9c1ab34dce113783c066dadc27a0e53);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8ec423d506b48c85f93f6a86d2ca0a01.bindPopup(popup_da14b34b31c53b979ef34b12cdf59ff9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5ec7b2edb8c1a3b0bd05648d71d2a966 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f82fc4ef8b4ab90797f70bdebdddbf84 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5ec7b2edb8c1a3b0bd05648d71d2a966.setIcon(icon_f82fc4ef8b4ab90797f70bdebdddbf84);\n",
              "        \n",
              "    \n",
              "        var popup_bbe812d1daaed0e427048e9db23faa46 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2696c6573600dd065a5e8323b910f3f2 = $(`&lt;div id=&quot;html_2696c6573600dd065a5e8323b910f3f2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_bbe812d1daaed0e427048e9db23faa46.setContent(html_2696c6573600dd065a5e8323b910f3f2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5ec7b2edb8c1a3b0bd05648d71d2a966.bindPopup(popup_bbe812d1daaed0e427048e9db23faa46)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_665fe4f10bf72db2b27378c42d489051 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_58d5b9c9326460902cc39edfdd469e84 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_665fe4f10bf72db2b27378c42d489051.setIcon(icon_58d5b9c9326460902cc39edfdd469e84);\n",
              "        \n",
              "    \n",
              "        var popup_30e4e02c20da6343ee8539b3f14dcd40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9de1749142f87a7269acc8c73e1509fe = $(`&lt;div id=&quot;html_9de1749142f87a7269acc8c73e1509fe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_30e4e02c20da6343ee8539b3f14dcd40.setContent(html_9de1749142f87a7269acc8c73e1509fe);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_665fe4f10bf72db2b27378c42d489051.bindPopup(popup_30e4e02c20da6343ee8539b3f14dcd40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1ee4fe371fbab70f099aeb3114fdc2c9 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_79c84b3e928acd58744521ce7a70902e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1ee4fe371fbab70f099aeb3114fdc2c9.setIcon(icon_79c84b3e928acd58744521ce7a70902e);\n",
              "        \n",
              "    \n",
              "        var popup_e78b08d608993ec6fa9f8dc79ff81743 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64e7ce4257757cb8dcdb8325189b07f8 = $(`&lt;div id=&quot;html_64e7ce4257757cb8dcdb8325189b07f8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_e78b08d608993ec6fa9f8dc79ff81743.setContent(html_64e7ce4257757cb8dcdb8325189b07f8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1ee4fe371fbab70f099aeb3114fdc2c9.bindPopup(popup_e78b08d608993ec6fa9f8dc79ff81743)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_13b63dde4713af7116b2872ff0fb1ac7 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_52371b5354fe71a9a5b5b250d083c4ca = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_13b63dde4713af7116b2872ff0fb1ac7.setIcon(icon_52371b5354fe71a9a5b5b250d083c4ca);\n",
              "        \n",
              "    \n",
              "        var popup_929664ae65bb2bd17d97d383f60cd583 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8cad586241e98a7d4ede8dff32a1c85d = $(`&lt;div id=&quot;html_8cad586241e98a7d4ede8dff32a1c85d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_929664ae65bb2bd17d97d383f60cd583.setContent(html_8cad586241e98a7d4ede8dff32a1c85d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_13b63dde4713af7116b2872ff0fb1ac7.bindPopup(popup_929664ae65bb2bd17d97d383f60cd583)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_39e0e168718964cda2ddfe511f599ef9 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_72bbf55e9c1732bd57042506243ad94f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_39e0e168718964cda2ddfe511f599ef9.setIcon(icon_72bbf55e9c1732bd57042506243ad94f);\n",
              "        \n",
              "    \n",
              "        var popup_280902402cff2e19978c77c2d23df8e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e8efdd216c09d97ab3283606e4e7c3f = $(`&lt;div id=&quot;html_0e8efdd216c09d97ab3283606e4e7c3f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_280902402cff2e19978c77c2d23df8e9.setContent(html_0e8efdd216c09d97ab3283606e4e7c3f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_39e0e168718964cda2ddfe511f599ef9.bindPopup(popup_280902402cff2e19978c77c2d23df8e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_81d8802b9f90c47ad5364e2e42cb1c51 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_65d718432a577258a081aba61f6aa3c8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_81d8802b9f90c47ad5364e2e42cb1c51.setIcon(icon_65d718432a577258a081aba61f6aa3c8);\n",
              "        \n",
              "    \n",
              "        var popup_f8fcea0782592b048ecee0909a848f8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4355ddc0b5483476342385b230add48e = $(`&lt;div id=&quot;html_4355ddc0b5483476342385b230add48e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_f8fcea0782592b048ecee0909a848f8a.setContent(html_4355ddc0b5483476342385b230add48e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_81d8802b9f90c47ad5364e2e42cb1c51.bindPopup(popup_f8fcea0782592b048ecee0909a848f8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cb1cbb043338d73b4be557e3ad59f90e = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_a536e2993e8f03b8d080553bfcf7d117 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cb1cbb043338d73b4be557e3ad59f90e.setIcon(icon_a536e2993e8f03b8d080553bfcf7d117);\n",
              "        \n",
              "    \n",
              "        var popup_16404c09195866952d0d64bb3237abec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d83c7339e21523db8ee2a144d642b6c6 = $(`&lt;div id=&quot;html_d83c7339e21523db8ee2a144d642b6c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_16404c09195866952d0d64bb3237abec.setContent(html_d83c7339e21523db8ee2a144d642b6c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cb1cbb043338d73b4be557e3ad59f90e.bindPopup(popup_16404c09195866952d0d64bb3237abec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1553ba38039f9df5efc4ee13875d52c4 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c4f6564539af8bbc23a4987fed92a1ed = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1553ba38039f9df5efc4ee13875d52c4.setIcon(icon_c4f6564539af8bbc23a4987fed92a1ed);\n",
              "        \n",
              "    \n",
              "        var popup_28c0d16438c445c11473155fc242f1b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_68be9b4ab33d7258bb4a4753bf5959e4 = $(`&lt;div id=&quot;html_68be9b4ab33d7258bb4a4753bf5959e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_28c0d16438c445c11473155fc242f1b4.setContent(html_68be9b4ab33d7258bb4a4753bf5959e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1553ba38039f9df5efc4ee13875d52c4.bindPopup(popup_28c0d16438c445c11473155fc242f1b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6064ba83f832f1a5d22353469a927ec4 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5425cdab2d375f7b7450a22375767675 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6064ba83f832f1a5d22353469a927ec4.setIcon(icon_5425cdab2d375f7b7450a22375767675);\n",
              "        \n",
              "    \n",
              "        var popup_bb45724ee5db1a062f619825d26fd3aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ae3bbe7f23ef7ff5ee42753cc985851 = $(`&lt;div id=&quot;html_0ae3bbe7f23ef7ff5ee42753cc985851&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_bb45724ee5db1a062f619825d26fd3aa.setContent(html_0ae3bbe7f23ef7ff5ee42753cc985851);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6064ba83f832f1a5d22353469a927ec4.bindPopup(popup_bb45724ee5db1a062f619825d26fd3aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_754ef7770b49d10ca93f8639d2608145 = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_62a4c711827056c8e13747c782ae25d8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_754ef7770b49d10ca93f8639d2608145.setIcon(icon_62a4c711827056c8e13747c782ae25d8);\n",
              "        \n",
              "    \n",
              "        var popup_fb09b16cd9b276d3f16aae7486c20b0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c5651d2b7a4f0de733f98ac6d5fc42ec = $(`&lt;div id=&quot;html_c5651d2b7a4f0de733f98ac6d5fc42ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_fb09b16cd9b276d3f16aae7486c20b0b.setContent(html_c5651d2b7a4f0de733f98ac6d5fc42ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_754ef7770b49d10ca93f8639d2608145.bindPopup(popup_fb09b16cd9b276d3f16aae7486c20b0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6544e4637558e6b0454891ef3c3765df = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_69094e6d0e611311e3b069820d8ce0b7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6544e4637558e6b0454891ef3c3765df.setIcon(icon_69094e6d0e611311e3b069820d8ce0b7);\n",
              "        \n",
              "    \n",
              "        var popup_6ff591107f368abca13a11768e1d04d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a56c7abc1cdea876e77e8d5da1198124 = $(`&lt;div id=&quot;html_a56c7abc1cdea876e77e8d5da1198124&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_6ff591107f368abca13a11768e1d04d3.setContent(html_a56c7abc1cdea876e77e8d5da1198124);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6544e4637558e6b0454891ef3c3765df.bindPopup(popup_6ff591107f368abca13a11768e1d04d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7bf18ac73c1908842ce449c531a187d8 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b85328c86283461e0af624b21972d9da = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7bf18ac73c1908842ce449c531a187d8.setIcon(icon_b85328c86283461e0af624b21972d9da);\n",
              "        \n",
              "    \n",
              "        var popup_4a247488a196054b1e46e9d2fe02fd85 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_195d9cab9bf97d3318b6723ae168c2e6 = $(`&lt;div id=&quot;html_195d9cab9bf97d3318b6723ae168c2e6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_4a247488a196054b1e46e9d2fe02fd85.setContent(html_195d9cab9bf97d3318b6723ae168c2e6);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7bf18ac73c1908842ce449c531a187d8.bindPopup(popup_4a247488a196054b1e46e9d2fe02fd85)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4770ee126c2fd2304f4e2db871f9009b = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_fdc444a687d0698f31573c4036083a49 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4770ee126c2fd2304f4e2db871f9009b.setIcon(icon_fdc444a687d0698f31573c4036083a49);\n",
              "        \n",
              "    \n",
              "        var popup_66a0d2ee479b216f3d6ac830f7084402 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_761a267b70f2226bb11f9ee0d1b07113 = $(`&lt;div id=&quot;html_761a267b70f2226bb11f9ee0d1b07113&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_66a0d2ee479b216f3d6ac830f7084402.setContent(html_761a267b70f2226bb11f9ee0d1b07113);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4770ee126c2fd2304f4e2db871f9009b.bindPopup(popup_66a0d2ee479b216f3d6ac830f7084402)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ea40c6141b0953d24c0de4d5b40117be = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_d430e6e8b902ad19af2aa4301c549dfe = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ea40c6141b0953d24c0de4d5b40117be.setIcon(icon_d430e6e8b902ad19af2aa4301c549dfe);\n",
              "        \n",
              "    \n",
              "        var popup_f9a72125de4b0f60ca245c3b53b49d54 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b8a831f38277b92c15bfd088fb5945f9 = $(`&lt;div id=&quot;html_b8a831f38277b92c15bfd088fb5945f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_f9a72125de4b0f60ca245c3b53b49d54.setContent(html_b8a831f38277b92c15bfd088fb5945f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ea40c6141b0953d24c0de4d5b40117be.bindPopup(popup_f9a72125de4b0f60ca245c3b53b49d54)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5c0cfef9b8c37ff4b48442d24dca2d44 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c0e0af16865636ec0fac4bf769edf711 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_5c0cfef9b8c37ff4b48442d24dca2d44.setIcon(icon_c0e0af16865636ec0fac4bf769edf711);\n",
              "        \n",
              "    \n",
              "        var popup_e09e0f89b9ce56ed1746b88fb1baff14 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4f1c1b2e4e40af3217a9830ddaf398cd = $(`&lt;div id=&quot;html_4f1c1b2e4e40af3217a9830ddaf398cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_e09e0f89b9ce56ed1746b88fb1baff14.setContent(html_4f1c1b2e4e40af3217a9830ddaf398cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5c0cfef9b8c37ff4b48442d24dca2d44.bindPopup(popup_e09e0f89b9ce56ed1746b88fb1baff14)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0b21847615057b410c7a862b5ab617b0 = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_2ccb43deb6496daf322eb2cf27424c7f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0b21847615057b410c7a862b5ab617b0.setIcon(icon_2ccb43deb6496daf322eb2cf27424c7f);\n",
              "        \n",
              "    \n",
              "        var popup_c84048b8d1d1941f093239744b390007 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b5c58cfc1e25911f3fd3a27a11e6d95 = $(`&lt;div id=&quot;html_1b5c58cfc1e25911f3fd3a27a11e6d95&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_c84048b8d1d1941f093239744b390007.setContent(html_1b5c58cfc1e25911f3fd3a27a11e6d95);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0b21847615057b410c7a862b5ab617b0.bindPopup(popup_c84048b8d1d1941f093239744b390007)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8dd73bf11843673c3670339879f75b76 = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_897da09ff2e1129cf77e124a80e20e11 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8dd73bf11843673c3670339879f75b76.setIcon(icon_897da09ff2e1129cf77e124a80e20e11);\n",
              "        \n",
              "    \n",
              "        var popup_98713e44658af5c7c114583ba5966d7c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9e4744f4d49a0c8678b539c55b6e589d = $(`&lt;div id=&quot;html_9e4744f4d49a0c8678b539c55b6e589d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_98713e44658af5c7c114583ba5966d7c.setContent(html_9e4744f4d49a0c8678b539c55b6e589d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8dd73bf11843673c3670339879f75b76.bindPopup(popup_98713e44658af5c7c114583ba5966d7c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d68e10611df157fa97b57e29c791a9c6 = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ba6ffcf24816d953b2eba9386aa2030a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d68e10611df157fa97b57e29c791a9c6.setIcon(icon_ba6ffcf24816d953b2eba9386aa2030a);\n",
              "        \n",
              "    \n",
              "        var popup_951eb9a580fc4a1cfc7c312c7fcbdefe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3669f487d73dd763d2dd849171e668cc = $(`&lt;div id=&quot;html_3669f487d73dd763d2dd849171e668cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_951eb9a580fc4a1cfc7c312c7fcbdefe.setContent(html_3669f487d73dd763d2dd849171e668cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d68e10611df157fa97b57e29c791a9c6.bindPopup(popup_951eb9a580fc4a1cfc7c312c7fcbdefe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c32064193ed7c362860ee2beb22ad3e3 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_273b62b4cb218f26465295cd8daa8403 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c32064193ed7c362860ee2beb22ad3e3.setIcon(icon_273b62b4cb218f26465295cd8daa8403);\n",
              "        \n",
              "    \n",
              "        var popup_a9e09197573f991d91fd2a2f7bde6184 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d6bec8cdcf13262108548cdf195f7ec = $(`&lt;div id=&quot;html_3d6bec8cdcf13262108548cdf195f7ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_a9e09197573f991d91fd2a2f7bde6184.setContent(html_3d6bec8cdcf13262108548cdf195f7ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c32064193ed7c362860ee2beb22ad3e3.bindPopup(popup_a9e09197573f991d91fd2a2f7bde6184)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d0c9b9270a3a498b6d1481fb7626ab19 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b64c1598c53b6a58a746c8f446b4536c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d0c9b9270a3a498b6d1481fb7626ab19.setIcon(icon_b64c1598c53b6a58a746c8f446b4536c);\n",
              "        \n",
              "    \n",
              "        var popup_43ad703f8bde050b9b61a2f25f42ce48 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8390de78d860087a112a0666fae624a5 = $(`&lt;div id=&quot;html_8390de78d860087a112a0666fae624a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_43ad703f8bde050b9b61a2f25f42ce48.setContent(html_8390de78d860087a112a0666fae624a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d0c9b9270a3a498b6d1481fb7626ab19.bindPopup(popup_43ad703f8bde050b9b61a2f25f42ce48)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_593fefdf53eb5d4541e784279ffecf5d = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c419b1b90b43cb4cc37d6a7d4f91f65f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_593fefdf53eb5d4541e784279ffecf5d.setIcon(icon_c419b1b90b43cb4cc37d6a7d4f91f65f);\n",
              "        \n",
              "    \n",
              "        var popup_30f9c08a82d39f4d6c4117b06e613dcd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_86b44fb23339136ccc3f679a2ee4d4ca = $(`&lt;div id=&quot;html_86b44fb23339136ccc3f679a2ee4d4ca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_30f9c08a82d39f4d6c4117b06e613dcd.setContent(html_86b44fb23339136ccc3f679a2ee4d4ca);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_593fefdf53eb5d4541e784279ffecf5d.bindPopup(popup_30f9c08a82d39f4d6c4117b06e613dcd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a84b273ca540c79287fc6aeca299f95d = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8bd76a53d9abaf3842f96c86e364197b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a84b273ca540c79287fc6aeca299f95d.setIcon(icon_8bd76a53d9abaf3842f96c86e364197b);\n",
              "        \n",
              "    \n",
              "        var popup_e62b45eddedb8df29969a7d9f9925192 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_90a2cebe661c83194feeee2f22a2dd4f = $(`&lt;div id=&quot;html_90a2cebe661c83194feeee2f22a2dd4f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_e62b45eddedb8df29969a7d9f9925192.setContent(html_90a2cebe661c83194feeee2f22a2dd4f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a84b273ca540c79287fc6aeca299f95d.bindPopup(popup_e62b45eddedb8df29969a7d9f9925192)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_93e69eb5fc38185d8647be5679db3f1d = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_47a7e3f1b529bf2cb5ad8bfc75b77308 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_93e69eb5fc38185d8647be5679db3f1d.setIcon(icon_47a7e3f1b529bf2cb5ad8bfc75b77308);\n",
              "        \n",
              "    \n",
              "        var popup_b5dd3d268b6f031961ea81f58297b074 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d13c9531099024fe045c2dca0447cedd = $(`&lt;div id=&quot;html_d13c9531099024fe045c2dca0447cedd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_b5dd3d268b6f031961ea81f58297b074.setContent(html_d13c9531099024fe045c2dca0447cedd);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_93e69eb5fc38185d8647be5679db3f1d.bindPopup(popup_b5dd3d268b6f031961ea81f58297b074)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_98a220970cbd9a8cefd6f0d5a5c3eed9 = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1475c398595657649904e4669f611b5d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_98a220970cbd9a8cefd6f0d5a5c3eed9.setIcon(icon_1475c398595657649904e4669f611b5d);\n",
              "        \n",
              "    \n",
              "        var popup_3efdf4f95d58d9f109550083fbf7a7ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_028085299417239e84a8525470168a36 = $(`&lt;div id=&quot;html_028085299417239e84a8525470168a36&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_3efdf4f95d58d9f109550083fbf7a7ed.setContent(html_028085299417239e84a8525470168a36);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_98a220970cbd9a8cefd6f0d5a5c3eed9.bindPopup(popup_3efdf4f95d58d9f109550083fbf7a7ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7af21471682c0e4a0be7101e4e9e75c8 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_38ef96263a9afd7b12cd14f8ef1ae8ae = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7af21471682c0e4a0be7101e4e9e75c8.setIcon(icon_38ef96263a9afd7b12cd14f8ef1ae8ae);\n",
              "        \n",
              "    \n",
              "        var popup_8c36ab1d416c29627951194517a91fff = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_93a24578f8a38acb86cc4c430fbc7d81 = $(`&lt;div id=&quot;html_93a24578f8a38acb86cc4c430fbc7d81&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_8c36ab1d416c29627951194517a91fff.setContent(html_93a24578f8a38acb86cc4c430fbc7d81);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7af21471682c0e4a0be7101e4e9e75c8.bindPopup(popup_8c36ab1d416c29627951194517a91fff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a94afba12a117cd66fdfe516071a5ee3 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ec1caa0d7fa438011c532bcf1e4eacca = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a94afba12a117cd66fdfe516071a5ee3.setIcon(icon_ec1caa0d7fa438011c532bcf1e4eacca);\n",
              "        \n",
              "    \n",
              "        var popup_46f30f77a8d8b9ce08033d5ba46c6ca1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fb15dc75af11266e7f53a03378cb17ee = $(`&lt;div id=&quot;html_fb15dc75af11266e7f53a03378cb17ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_46f30f77a8d8b9ce08033d5ba46c6ca1.setContent(html_fb15dc75af11266e7f53a03378cb17ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a94afba12a117cd66fdfe516071a5ee3.bindPopup(popup_46f30f77a8d8b9ce08033d5ba46c6ca1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_303a2ed53b2584984552cf53190e4f10 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_381a8c190c787b61c31bb618e211dd21 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_303a2ed53b2584984552cf53190e4f10.setIcon(icon_381a8c190c787b61c31bb618e211dd21);\n",
              "        \n",
              "    \n",
              "        var popup_c813b023aa27756afc8f2d01b88b0fd2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d427b1c6ebc25381d8f7121daa88113d = $(`&lt;div id=&quot;html_d427b1c6ebc25381d8f7121daa88113d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_c813b023aa27756afc8f2d01b88b0fd2.setContent(html_d427b1c6ebc25381d8f7121daa88113d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_303a2ed53b2584984552cf53190e4f10.bindPopup(popup_c813b023aa27756afc8f2d01b88b0fd2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_349cae801512d6bb25e99a2b3be4cb8e = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_230c4da5dd0dfe90051c130d2a4323a3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_349cae801512d6bb25e99a2b3be4cb8e.setIcon(icon_230c4da5dd0dfe90051c130d2a4323a3);\n",
              "        \n",
              "    \n",
              "        var popup_234b575e2cb4980e2782b2e1028d95a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c742478b7ea3e34b01d72a324bbc97cf = $(`&lt;div id=&quot;html_c742478b7ea3e34b01d72a324bbc97cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_234b575e2cb4980e2782b2e1028d95a6.setContent(html_c742478b7ea3e34b01d72a324bbc97cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_349cae801512d6bb25e99a2b3be4cb8e.bindPopup(popup_234b575e2cb4980e2782b2e1028d95a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b3c3c78648c64582b587b984907bf607 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_563601733fc50fa2aa93b180ea716936 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b3c3c78648c64582b587b984907bf607.setIcon(icon_563601733fc50fa2aa93b180ea716936);\n",
              "        \n",
              "    \n",
              "        var popup_7a3d526c3433770fa7e1cef16b460f8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0172fd0dd6b11d5bdd1c310b39cb8d3a = $(`&lt;div id=&quot;html_0172fd0dd6b11d5bdd1c310b39cb8d3a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_7a3d526c3433770fa7e1cef16b460f8a.setContent(html_0172fd0dd6b11d5bdd1c310b39cb8d3a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b3c3c78648c64582b587b984907bf607.bindPopup(popup_7a3d526c3433770fa7e1cef16b460f8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f97f485124de6c7c90177abf0c0cb987 = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_52d8396e648e2a42fb6591c4853ddff3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f97f485124de6c7c90177abf0c0cb987.setIcon(icon_52d8396e648e2a42fb6591c4853ddff3);\n",
              "        \n",
              "    \n",
              "        var popup_d5893eea5288a8dd004a754577293039 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f35cc3abc836297edfe2cd67c4ac5b22 = $(`&lt;div id=&quot;html_f35cc3abc836297edfe2cd67c4ac5b22&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_d5893eea5288a8dd004a754577293039.setContent(html_f35cc3abc836297edfe2cd67c4ac5b22);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f97f485124de6c7c90177abf0c0cb987.bindPopup(popup_d5893eea5288a8dd004a754577293039)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fe33590737e1f5ecf209910eaec69c45 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f4541b78944105cd2c236b01d6aa6aa7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fe33590737e1f5ecf209910eaec69c45.setIcon(icon_f4541b78944105cd2c236b01d6aa6aa7);\n",
              "        \n",
              "    \n",
              "        var popup_3fb7d70b981a52c1eb79cc93a5ce522c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2741c82c7d700e5e0ad74213469b2981 = $(`&lt;div id=&quot;html_2741c82c7d700e5e0ad74213469b2981&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_3fb7d70b981a52c1eb79cc93a5ce522c.setContent(html_2741c82c7d700e5e0ad74213469b2981);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fe33590737e1f5ecf209910eaec69c45.bindPopup(popup_3fb7d70b981a52c1eb79cc93a5ce522c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cf409d338ca569b5d8f0e225f3de2dc1 = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8b834d3ceb51f59ce64e73e7a3fa4124 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cf409d338ca569b5d8f0e225f3de2dc1.setIcon(icon_8b834d3ceb51f59ce64e73e7a3fa4124);\n",
              "        \n",
              "    \n",
              "        var popup_acf4d55b930ab593205c478aded333a4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7bc9316c1e52cc5f5f66413788d641e2 = $(`&lt;div id=&quot;html_7bc9316c1e52cc5f5f66413788d641e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_acf4d55b930ab593205c478aded333a4.setContent(html_7bc9316c1e52cc5f5f66413788d641e2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cf409d338ca569b5d8f0e225f3de2dc1.bindPopup(popup_acf4d55b930ab593205c478aded333a4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7f70567a08464e29099dcbf27fe5bc0c = L.marker(\n",
              "                [28.033886, 1.659626],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5e38d9bfc9edd44a54de06f73203bd5e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7f70567a08464e29099dcbf27fe5bc0c.setIcon(icon_5e38d9bfc9edd44a54de06f73203bd5e);\n",
              "        \n",
              "    \n",
              "        var popup_0b8a2aba0c45ca909a1a4ec46c261354 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5f0d425d721f390863b0bdfbfa5e5932 = $(`&lt;div id=&quot;html_5f0d425d721f390863b0bdfbfa5e5932&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_0b8a2aba0c45ca909a1a4ec46c261354.setContent(html_5f0d425d721f390863b0bdfbfa5e5932);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7f70567a08464e29099dcbf27fe5bc0c.bindPopup(popup_0b8a2aba0c45ca909a1a4ec46c261354)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_391033f3f1f83a02bf841d29baac39e8 = L.marker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_7dee7ccb691221cff0deb06d2333e75e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_391033f3f1f83a02bf841d29baac39e8.setIcon(icon_7dee7ccb691221cff0deb06d2333e75e);\n",
              "        \n",
              "    \n",
              "        var popup_d7fc8a467f4e6672cbbb2d3ff42efb7c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac0797c2f4cbcec3035662e527e1c12f = $(`&lt;div id=&quot;html_ac0797c2f4cbcec3035662e527e1c12f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Gi*: 0.0009&lt;/div&gt;`)[0];\n",
              "                popup_d7fc8a467f4e6672cbbb2d3ff42efb7c.setContent(html_ac0797c2f4cbcec3035662e527e1c12f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_391033f3f1f83a02bf841d29baac39e8.bindPopup(popup_d7fc8a467f4e6672cbbb2d3ff42efb7c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_47ca4ac243f874261563c6eb957b609c = L.marker(\n",
              "                [9.30769, 2.315834],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_1f6dd9468625bd933eb801db29781fb0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_47ca4ac243f874261563c6eb957b609c.setIcon(icon_1f6dd9468625bd933eb801db29781fb0);\n",
              "        \n",
              "    \n",
              "        var popup_cd0a18f6f3a0cbd59f7160c346e206fa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6ec79d56169c468769f9dcd32718607d = $(`&lt;div id=&quot;html_6ec79d56169c468769f9dcd32718607d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Gi*: 0.0015&lt;/div&gt;`)[0];\n",
              "                popup_cd0a18f6f3a0cbd59f7160c346e206fa.setContent(html_6ec79d56169c468769f9dcd32718607d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_47ca4ac243f874261563c6eb957b609c.bindPopup(popup_cd0a18f6f3a0cbd59f7160c346e206fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_84679ce0ae879c505e8cf09e90023fba = L.marker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_63edd2ed885d040ba286e6e8af2f2e49 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_84679ce0ae879c505e8cf09e90023fba.setIcon(icon_63edd2ed885d040ba286e6e8af2f2e49);\n",
              "        \n",
              "    \n",
              "        var popup_0a310622ff7287e518924bc8683b7a77 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6c2c405403c06fbbbca1a9cfd1affc8b = $(`&lt;div id=&quot;html_6c2c405403c06fbbbca1a9cfd1affc8b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_0a310622ff7287e518924bc8683b7a77.setContent(html_6c2c405403c06fbbbca1a9cfd1affc8b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_84679ce0ae879c505e8cf09e90023fba.bindPopup(popup_0a310622ff7287e518924bc8683b7a77)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_22664544db81e9f7b0f92f4a9c611e99 = L.marker(\n",
              "                [12.238333, -1.561593],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9e79b3c3b8837d429848d0ee08e38917 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_22664544db81e9f7b0f92f4a9c611e99.setIcon(icon_9e79b3c3b8837d429848d0ee08e38917);\n",
              "        \n",
              "    \n",
              "        var popup_37a6f9f4df4ce3340e7cc4d20f0daeda = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_30bbfb22c85906480c7c9d9946840c90 = $(`&lt;div id=&quot;html_30bbfb22c85906480c7c9d9946840c90&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Gi*: 0.0017&lt;/div&gt;`)[0];\n",
              "                popup_37a6f9f4df4ce3340e7cc4d20f0daeda.setContent(html_30bbfb22c85906480c7c9d9946840c90);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_22664544db81e9f7b0f92f4a9c611e99.bindPopup(popup_37a6f9f4df4ce3340e7cc4d20f0daeda)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9d5ca0650d4931e001efd860965b19dc = L.marker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b1ff8840672a4e3840255d132af8784b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9d5ca0650d4931e001efd860965b19dc.setIcon(icon_b1ff8840672a4e3840255d132af8784b);\n",
              "        \n",
              "    \n",
              "        var popup_f2768d98bafb2f37068f21392db4885b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_55f6022729f44592f87b4f12e65a29ea = $(`&lt;div id=&quot;html_55f6022729f44592f87b4f12e65a29ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Gi*: 0.0034&lt;/div&gt;`)[0];\n",
              "                popup_f2768d98bafb2f37068f21392db4885b.setContent(html_55f6022729f44592f87b4f12e65a29ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9d5ca0650d4931e001efd860965b19dc.bindPopup(popup_f2768d98bafb2f37068f21392db4885b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cc0625e7a8cea60f3c20307c429c851b = L.marker(\n",
              "                [7.369722, 12.354722],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c2f0c25517ca1d06d020e0087f9e95ff = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cc0625e7a8cea60f3c20307c429c851b.setIcon(icon_c2f0c25517ca1d06d020e0087f9e95ff);\n",
              "        \n",
              "    \n",
              "        var popup_d25347675b56fa67a1cb42c867755646 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f48b52fde6662dec864431539d66fd4a = $(`&lt;div id=&quot;html_f48b52fde6662dec864431539d66fd4a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_d25347675b56fa67a1cb42c867755646.setContent(html_f48b52fde6662dec864431539d66fd4a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cc0625e7a8cea60f3c20307c429c851b.bindPopup(popup_d25347675b56fa67a1cb42c867755646)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_654950a4ccbfadf85dc0b2dc0bebad8b = L.marker(\n",
              "                [6.611111, 20.939444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c38c1c7a6b55c498a2531ead631a54b0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_654950a4ccbfadf85dc0b2dc0bebad8b.setIcon(icon_c38c1c7a6b55c498a2531ead631a54b0);\n",
              "        \n",
              "    \n",
              "        var popup_bca5592d8dd60035b9c1c2cbe75cd95d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f1469026414a52ba3b1ef3b20200025b = $(`&lt;div id=&quot;html_f1469026414a52ba3b1ef3b20200025b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_bca5592d8dd60035b9c1c2cbe75cd95d.setContent(html_f1469026414a52ba3b1ef3b20200025b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_654950a4ccbfadf85dc0b2dc0bebad8b.bindPopup(popup_bca5592d8dd60035b9c1c2cbe75cd95d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_68c64ef6e145f7064f1c0f77840ad604 = L.marker(\n",
              "                [15.454166, 18.732207],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6b5704f52cb576e6b23bfd32c7a82995 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_68c64ef6e145f7064f1c0f77840ad604.setIcon(icon_6b5704f52cb576e6b23bfd32c7a82995);\n",
              "        \n",
              "    \n",
              "        var popup_cdb569dc247574077906d6bd1c0cac0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8185f106cfa5b593d22c3f51a0c9ae1e = $(`&lt;div id=&quot;html_8185f106cfa5b593d22c3f51a0c9ae1e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_cdb569dc247574077906d6bd1c0cac0b.setContent(html_8185f106cfa5b593d22c3f51a0c9ae1e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_68c64ef6e145f7064f1c0f77840ad604.bindPopup(popup_cdb569dc247574077906d6bd1c0cac0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_237adb93d2b4127c48c5cb46e1614683 = L.marker(\n",
              "                [11.825138, 42.590275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_49abea95ae2517588904f79647850a96 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_237adb93d2b4127c48c5cb46e1614683.setIcon(icon_49abea95ae2517588904f79647850a96);\n",
              "        \n",
              "    \n",
              "        var popup_cbdfb0f4a0c2eb38ef45fd678d130a13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_05cd90f654be0911a0dd9535269a4a0b = $(`&lt;div id=&quot;html_05cd90f654be0911a0dd9535269a4a0b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Gi*: 0.0001&lt;/div&gt;`)[0];\n",
              "                popup_cbdfb0f4a0c2eb38ef45fd678d130a13.setContent(html_05cd90f654be0911a0dd9535269a4a0b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_237adb93d2b4127c48c5cb46e1614683.bindPopup(popup_cbdfb0f4a0c2eb38ef45fd678d130a13)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9d59d301c26b6cd2f03c9f54683336d1 = L.marker(\n",
              "                [1.650801, 10.267895],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ae73860df699800ccbfb04fb7033548c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9d59d301c26b6cd2f03c9f54683336d1.setIcon(icon_ae73860df699800ccbfb04fb7033548c);\n",
              "        \n",
              "    \n",
              "        var popup_e4548e7ba949c26b83476340aba35db9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b77c46471492f6e2ea532b693e42c633 = $(`&lt;div id=&quot;html_b77c46471492f6e2ea532b693e42c633&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_e4548e7ba949c26b83476340aba35db9.setContent(html_b77c46471492f6e2ea532b693e42c633);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9d59d301c26b6cd2f03c9f54683336d1.bindPopup(popup_e4548e7ba949c26b83476340aba35db9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b56f6e337f62b9875fd1f909d228ffb8 = L.marker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_3a41fe81e936ff3b0e4915b0ba06411e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b56f6e337f62b9875fd1f909d228ffb8.setIcon(icon_3a41fe81e936ff3b0e4915b0ba06411e);\n",
              "        \n",
              "    \n",
              "        var popup_049b97b8b541f0e93aa1a3a24cf111e4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e1579cb3f683f2eb72cc641de4583825 = $(`&lt;div id=&quot;html_e1579cb3f683f2eb72cc641de4583825&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_049b97b8b541f0e93aa1a3a24cf111e4.setContent(html_e1579cb3f683f2eb72cc641de4583825);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b56f6e337f62b9875fd1f909d228ffb8.bindPopup(popup_049b97b8b541f0e93aa1a3a24cf111e4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fb6d68f932bdd77db216dfef674fa049 = L.marker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b7c7c9bfc3d6b3d42cd368c121d86239 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fb6d68f932bdd77db216dfef674fa049.setIcon(icon_b7c7c9bfc3d6b3d42cd368c121d86239);\n",
              "        \n",
              "    \n",
              "        var popup_fa90d52a5b991fa53965e204bbf9fdd3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6f640e2799f15f3745ab71a2449d9b04 = $(`&lt;div id=&quot;html_6f640e2799f15f3745ab71a2449d9b04&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Gi*: 0.0003&lt;/div&gt;`)[0];\n",
              "                popup_fa90d52a5b991fa53965e204bbf9fdd3.setContent(html_6f640e2799f15f3745ab71a2449d9b04);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fb6d68f932bdd77db216dfef674fa049.bindPopup(popup_fa90d52a5b991fa53965e204bbf9fdd3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_515f81aa782e34fc7361008ca2982412 = L.marker(\n",
              "                [7.946527, -1.023194],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5025127c709543923b85a8540fdef65b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_515f81aa782e34fc7361008ca2982412.setIcon(icon_5025127c709543923b85a8540fdef65b);\n",
              "        \n",
              "    \n",
              "        var popup_50a9cff914afa82ee809d61fd3af69bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c86981b1e8eb89304fe9f602ac79e117 = $(`&lt;div id=&quot;html_c86981b1e8eb89304fe9f602ac79e117&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_50a9cff914afa82ee809d61fd3af69bc.setContent(html_c86981b1e8eb89304fe9f602ac79e117);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_515f81aa782e34fc7361008ca2982412.bindPopup(popup_50a9cff914afa82ee809d61fd3af69bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_65d055b7cecbc143dd631751c18db95e = L.marker(\n",
              "                [9.945587, -9.696645],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b2e588b9e2f9716673b1f41d94a4a99e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_65d055b7cecbc143dd631751c18db95e.setIcon(icon_b2e588b9e2f9716673b1f41d94a4a99e);\n",
              "        \n",
              "    \n",
              "        var popup_ea40cec51adf3a2f03efc8a86ababfbc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4226e843344f767651e68a90e83942b4 = $(`&lt;div id=&quot;html_4226e843344f767651e68a90e83942b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Gi*: 0.0014&lt;/div&gt;`)[0];\n",
              "                popup_ea40cec51adf3a2f03efc8a86ababfbc.setContent(html_4226e843344f767651e68a90e83942b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_65d055b7cecbc143dd631751c18db95e.bindPopup(popup_ea40cec51adf3a2f03efc8a86ababfbc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a0dc76d37219cf11ecbece9d03e99ad3 = L.marker(\n",
              "                [11.7723, -15.1696],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6630f70d3de01365e89b2fe515f8fb6c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a0dc76d37219cf11ecbece9d03e99ad3.setIcon(icon_6630f70d3de01365e89b2fe515f8fb6c);\n",
              "        \n",
              "    \n",
              "        var popup_43881400bda4cfa4800746bbb6377ef4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dda734b439e955e1196652677113f7c2 = $(`&lt;div id=&quot;html_dda734b439e955e1196652677113f7c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_43881400bda4cfa4800746bbb6377ef4.setContent(html_dda734b439e955e1196652677113f7c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a0dc76d37219cf11ecbece9d03e99ad3.bindPopup(popup_43881400bda4cfa4800746bbb6377ef4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_73a3a8c78c9bf6c1d65f0aa07c6572f5 = L.marker(\n",
              "                [0.1769, 37.9083],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5a18325e887b58f3970426d96938f651 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_73a3a8c78c9bf6c1d65f0aa07c6572f5.setIcon(icon_5a18325e887b58f3970426d96938f651);\n",
              "        \n",
              "    \n",
              "        var popup_8ed736166827cef4e19c83f5b73662bc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d4f04448623b7554a0d8a1af7517dfcc = $(`&lt;div id=&quot;html_d4f04448623b7554a0d8a1af7517dfcc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_8ed736166827cef4e19c83f5b73662bc.setContent(html_d4f04448623b7554a0d8a1af7517dfcc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_73a3a8c78c9bf6c1d65f0aa07c6572f5.bindPopup(popup_8ed736166827cef4e19c83f5b73662bc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d595d7d440d4d51dc318c13ae71f9b9c = L.marker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_93a0fc0526cbd3e05e01b90e1658312d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d595d7d440d4d51dc318c13ae71f9b9c.setIcon(icon_93a0fc0526cbd3e05e01b90e1658312d);\n",
              "        \n",
              "    \n",
              "        var popup_8e18ebfa5933b6870f748949c8b30be5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_042a04d1323c68184ab947ecb93d0549 = $(`&lt;div id=&quot;html_042a04d1323c68184ab947ecb93d0549&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Gi*: 0.0053&lt;/div&gt;`)[0];\n",
              "                popup_8e18ebfa5933b6870f748949c8b30be5.setContent(html_042a04d1323c68184ab947ecb93d0549);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d595d7d440d4d51dc318c13ae71f9b9c.bindPopup(popup_8e18ebfa5933b6870f748949c8b30be5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8cd8e876529a66dac5d2ad6a0ee17e15 = L.marker(\n",
              "                [6.428055, -9.429499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_ef07bb98974b3df1b14db8832ffa3541 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8cd8e876529a66dac5d2ad6a0ee17e15.setIcon(icon_ef07bb98974b3df1b14db8832ffa3541);\n",
              "        \n",
              "    \n",
              "        var popup_255012a19b00324b337c5be8c75ccbb7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8dda6bc77b9572dc4884786ec0d9f861 = $(`&lt;div id=&quot;html_8dda6bc77b9572dc4884786ec0d9f861&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_255012a19b00324b337c5be8c75ccbb7.setContent(html_8dda6bc77b9572dc4884786ec0d9f861);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8cd8e876529a66dac5d2ad6a0ee17e15.bindPopup(popup_255012a19b00324b337c5be8c75ccbb7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ad4f515e0b6ac5271e588a836244c8f1 = L.marker(\n",
              "                [26.3351, 17.228331],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_f622ee610eb0da8b6539e8a1396184bb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ad4f515e0b6ac5271e588a836244c8f1.setIcon(icon_f622ee610eb0da8b6539e8a1396184bb);\n",
              "        \n",
              "    \n",
              "        var popup_332f45d627117d8f65649c98a97519c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_71de10af95676f4ea68a4427e72d013a = $(`&lt;div id=&quot;html_71de10af95676f4ea68a4427e72d013a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_332f45d627117d8f65649c98a97519c3.setContent(html_71de10af95676f4ea68a4427e72d013a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ad4f515e0b6ac5271e588a836244c8f1.bindPopup(popup_332f45d627117d8f65649c98a97519c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_e2311ac35feb8dde9ddcefd9b64a8829 = L.marker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_459bd301f7724d79ce0fef2788ddbc4f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_e2311ac35feb8dde9ddcefd9b64a8829.setIcon(icon_459bd301f7724d79ce0fef2788ddbc4f);\n",
              "        \n",
              "    \n",
              "        var popup_c00733a237f54819f0b91c10d41606e0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b252dc8257968013bed201b13be3633f = $(`&lt;div id=&quot;html_b252dc8257968013bed201b13be3633f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_c00733a237f54819f0b91c10d41606e0.setContent(html_b252dc8257968013bed201b13be3633f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e2311ac35feb8dde9ddcefd9b64a8829.bindPopup(popup_c00733a237f54819f0b91c10d41606e0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f1e9014aa45d1fea3d8c8726d3487bdf = L.marker(\n",
              "                [31.7945, -7.0849],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5148d73ec3ba7d9e959b22492d47f2ee = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f1e9014aa45d1fea3d8c8726d3487bdf.setIcon(icon_5148d73ec3ba7d9e959b22492d47f2ee);\n",
              "        \n",
              "    \n",
              "        var popup_c1be9e9120416235f749abd469dc54b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a819139aff3815614d6b340127074231 = $(`&lt;div id=&quot;html_a819139aff3815614d6b340127074231&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Gi*: 0.0000&lt;/div&gt;`)[0];\n",
              "                popup_c1be9e9120416235f749abd469dc54b8.setContent(html_a819139aff3815614d6b340127074231);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f1e9014aa45d1fea3d8c8726d3487bdf.bindPopup(popup_c1be9e9120416235f749abd469dc54b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9c2f9bf827915d722a11bb1158b2fe36 = L.marker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8612bae2bcc4c0fe7b47218c397d8c8e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9c2f9bf827915d722a11bb1158b2fe36.setIcon(icon_8612bae2bcc4c0fe7b47218c397d8c8e);\n",
              "        \n",
              "    \n",
              "        var popup_8b47bfc09c284dac95b587df4114bc25 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8b9b92fe819f12f697121517ef85cb5 = $(`&lt;div id=&quot;html_c8b9b92fe819f12f697121517ef85cb5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_8b47bfc09c284dac95b587df4114bc25.setContent(html_c8b9b92fe819f12f697121517ef85cb5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9c2f9bf827915d722a11bb1158b2fe36.bindPopup(popup_8b47bfc09c284dac95b587df4114bc25)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bc9409329fe1262566d90efaff51010e = L.marker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_470d6c37970b5d9cf317b152e451e736 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_bc9409329fe1262566d90efaff51010e.setIcon(icon_470d6c37970b5d9cf317b152e451e736);\n",
              "        \n",
              "    \n",
              "        var popup_8f4d5a8f08f6fb852be1926185334590 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a2abb395deff809ff893fa1f886c8d9 = $(`&lt;div id=&quot;html_6a2abb395deff809ff893fa1f886c8d9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_8f4d5a8f08f6fb852be1926185334590.setContent(html_6a2abb395deff809ff893fa1f886c8d9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_bc9409329fe1262566d90efaff51010e.bindPopup(popup_8f4d5a8f08f6fb852be1926185334590)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c094b2b193b8644585c9a170d7394e9e = L.marker(\n",
              "                [17.607789, 8.081666],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_bdc830be8b6c7ae1b7c0468662553d4f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c094b2b193b8644585c9a170d7394e9e.setIcon(icon_bdc830be8b6c7ae1b7c0468662553d4f);\n",
              "        \n",
              "    \n",
              "        var popup_3517a71fadda295771ea7e52681d5c80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a733838f80243bb09eb7f15fc6ade987 = $(`&lt;div id=&quot;html_a733838f80243bb09eb7f15fc6ade987&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_3517a71fadda295771ea7e52681d5c80.setContent(html_a733838f80243bb09eb7f15fc6ade987);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c094b2b193b8644585c9a170d7394e9e.bindPopup(popup_3517a71fadda295771ea7e52681d5c80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7e547bfb76a4839c7441ee2f6b8e70b7 = L.marker(\n",
              "                [9.081999, 8.675277],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_8a9c7407b8ce3be05bd337a42a72fea3 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7e547bfb76a4839c7441ee2f6b8e70b7.setIcon(icon_8a9c7407b8ce3be05bd337a42a72fea3);\n",
              "        \n",
              "    \n",
              "        var popup_d7d00806c9e07b01a17cc906356bb7c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_59a5b508604efbb64029fb55fd6a8aac = $(`&lt;div id=&quot;html_59a5b508604efbb64029fb55fd6a8aac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Gi*: 0.0007&lt;/div&gt;`)[0];\n",
              "                popup_d7d00806c9e07b01a17cc906356bb7c5.setContent(html_59a5b508604efbb64029fb55fd6a8aac);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7e547bfb76a4839c7441ee2f6b8e70b7.bindPopup(popup_d7d00806c9e07b01a17cc906356bb7c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_dde99a3dd858ee199a10e905027e6244 = L.marker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_5385f599bfbd4084088c3696c6da0bfd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_dde99a3dd858ee199a10e905027e6244.setIcon(icon_5385f599bfbd4084088c3696c6da0bfd);\n",
              "        \n",
              "    \n",
              "        var popup_87afccc9a02bb11540cfc09b96125a0c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b32209f747d47f79238190d0a465c7af = $(`&lt;div id=&quot;html_b32209f747d47f79238190d0a465c7af&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Gi*: 0.0028&lt;/div&gt;`)[0];\n",
              "                popup_87afccc9a02bb11540cfc09b96125a0c.setContent(html_b32209f747d47f79238190d0a465c7af);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_dde99a3dd858ee199a10e905027e6244.bindPopup(popup_87afccc9a02bb11540cfc09b96125a0c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f882b944f41560ba8087bc37093f2e68 = L.marker(\n",
              "                [0.18636, 6.613081],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_98bf8bbf62539c50c5894dcaf5ea194b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f882b944f41560ba8087bc37093f2e68.setIcon(icon_98bf8bbf62539c50c5894dcaf5ea194b);\n",
              "        \n",
              "    \n",
              "        var popup_82d299e906219a7eadfedae5f1c02e07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b48f1284211fc88e0a03a5db500721cb = $(`&lt;div id=&quot;html_b48f1284211fc88e0a03a5db500721cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_82d299e906219a7eadfedae5f1c02e07.setContent(html_b48f1284211fc88e0a03a5db500721cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f882b944f41560ba8087bc37093f2e68.bindPopup(popup_82d299e906219a7eadfedae5f1c02e07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fd86861fe23c534d467779d954d94f1d = L.marker(\n",
              "                [14.497401, -14.452362],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_3883e3a3e1661b2b5d8d0a686affe126 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_fd86861fe23c534d467779d954d94f1d.setIcon(icon_3883e3a3e1661b2b5d8d0a686affe126);\n",
              "        \n",
              "    \n",
              "        var popup_7eac4c6bed4eccb565d64d5387f280c1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bdb4f8cbb6d4786df669a0850de50309 = $(`&lt;div id=&quot;html_bdb4f8cbb6d4786df669a0850de50309&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Gi*: 0.0005&lt;/div&gt;`)[0];\n",
              "                popup_7eac4c6bed4eccb565d64d5387f280c1.setContent(html_bdb4f8cbb6d4786df669a0850de50309);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_fd86861fe23c534d467779d954d94f1d.bindPopup(popup_7eac4c6bed4eccb565d64d5387f280c1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4ffb04f58778ef51101a38a1ffd9eb46 = L.marker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_b3f5832d983a47deee257efb65ff59dc = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_4ffb04f58778ef51101a38a1ffd9eb46.setIcon(icon_b3f5832d983a47deee257efb65ff59dc);\n",
              "        \n",
              "    \n",
              "        var popup_7b642f994fd7d36ad9195221fb5d0a24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a25586b0374e466e03f58b7ffd7ecaf2 = $(`&lt;div id=&quot;html_a25586b0374e466e03f58b7ffd7ecaf2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Gi*: 0.0461&lt;/div&gt;`)[0];\n",
              "                popup_7b642f994fd7d36ad9195221fb5d0a24.setContent(html_a25586b0374e466e03f58b7ffd7ecaf2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_4ffb04f58778ef51101a38a1ffd9eb46.bindPopup(popup_7b642f994fd7d36ad9195221fb5d0a24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_20076a7a50000dae57d44255bfbb59fb = L.marker(\n",
              "                [8.460555, -11.779889],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_c5624752af6af36d544313a1ed176f0c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_20076a7a50000dae57d44255bfbb59fb.setIcon(icon_c5624752af6af36d544313a1ed176f0c);\n",
              "        \n",
              "    \n",
              "        var popup_0fe26079e3d00a285cd398d4db91ab13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1bb8c0b7f812f502be20954b6920b1a3 = $(`&lt;div id=&quot;html_1bb8c0b7f812f502be20954b6920b1a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Gi*: 0.0021&lt;/div&gt;`)[0];\n",
              "                popup_0fe26079e3d00a285cd398d4db91ab13.setContent(html_1bb8c0b7f812f502be20954b6920b1a3);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_20076a7a50000dae57d44255bfbb59fb.bindPopup(popup_0fe26079e3d00a285cd398d4db91ab13)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_22f0e6437b8f448b74c450a0fbe49eff = L.marker(\n",
              "                [5.152149, 46.199616],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dea693910c8add504cfc5b0d2952c0ca = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_22f0e6437b8f448b74c450a0fbe49eff.setIcon(icon_dea693910c8add504cfc5b0d2952c0ca);\n",
              "        \n",
              "    \n",
              "        var popup_6a229c1a8ad0a76cae345b305bf671b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2f752d2a52c12905676e76607d71cc9a = $(`&lt;div id=&quot;html_2f752d2a52c12905676e76607d71cc9a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Gi*: 0.0002&lt;/div&gt;`)[0];\n",
              "                popup_6a229c1a8ad0a76cae345b305bf671b2.setContent(html_2f752d2a52c12905676e76607d71cc9a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_22f0e6437b8f448b74c450a0fbe49eff.bindPopup(popup_6a229c1a8ad0a76cae345b305bf671b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_93660b283be484e39716b3cfd7eb4d01 = L.marker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_6d2f9de1f92f36ef8068ff6323ac7176 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_93660b283be484e39716b3cfd7eb4d01.setIcon(icon_6d2f9de1f92f36ef8068ff6323ac7176);\n",
              "        \n",
              "    \n",
              "        var popup_da914a0ffc3de3613a99f54c5176601e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_98fed8a2a45d267969f6133a766bb92a = $(`&lt;div id=&quot;html_98fed8a2a45d267969f6133a766bb92a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_da914a0ffc3de3613a99f54c5176601e.setContent(html_98fed8a2a45d267969f6133a766bb92a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_93660b283be484e39716b3cfd7eb4d01.bindPopup(popup_da914a0ffc3de3613a99f54c5176601e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_354eda4f48623513ed321efd1d42b6c5 = L.marker(\n",
              "                [6.876991, 31.306978],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_95b08261ba775f4bcdf8efdc2f89ec03 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_354eda4f48623513ed321efd1d42b6c5.setIcon(icon_95b08261ba775f4bcdf8efdc2f89ec03);\n",
              "        \n",
              "    \n",
              "        var popup_e8784ef83ed64b027040e9be8bdb36c9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_028e191ea9e9696baf365ce08465041a = $(`&lt;div id=&quot;html_028e191ea9e9696baf365ce08465041a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Gi*: 0.0006&lt;/div&gt;`)[0];\n",
              "                popup_e8784ef83ed64b027040e9be8bdb36c9.setContent(html_028e191ea9e9696baf365ce08465041a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_354eda4f48623513ed321efd1d42b6c5.bindPopup(popup_e8784ef83ed64b027040e9be8bdb36c9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7b28dc521934febc9de08b590ad96cc3 = L.marker(\n",
              "                [12.862807, 30.217636],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_36d08df3cb11a294712bd32d823f220c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7b28dc521934febc9de08b590ad96cc3.setIcon(icon_36d08df3cb11a294712bd32d823f220c);\n",
              "        \n",
              "    \n",
              "        var popup_d79b979e6319e15d5ada6d47ad3e57d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff910d78a60a1df2cd75e0ea383912e2 = $(`&lt;div id=&quot;html_ff910d78a60a1df2cd75e0ea383912e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_d79b979e6319e15d5ada6d47ad3e57d5.setContent(html_ff910d78a60a1df2cd75e0ea383912e2);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7b28dc521934febc9de08b590ad96cc3.bindPopup(popup_d79b979e6319e15d5ada6d47ad3e57d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8b6c7d81e9f3375a9b58687b8931993a = L.marker(\n",
              "                [8.619543, 0.824782],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_9bea17a1329cad5adcea53d2119b9ab9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8b6c7d81e9f3375a9b58687b8931993a.setIcon(icon_9bea17a1329cad5adcea53d2119b9ab9);\n",
              "        \n",
              "    \n",
              "        var popup_a1cfea119cf441b285f443bb0819d3a7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2c40ed0867cdb8ce2940b93a232274f0 = $(`&lt;div id=&quot;html_2c40ed0867cdb8ce2940b93a232274f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Gi*: 0.0019&lt;/div&gt;`)[0];\n",
              "                popup_a1cfea119cf441b285f443bb0819d3a7.setContent(html_2c40ed0867cdb8ce2940b93a232274f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8b6c7d81e9f3375a9b58687b8931993a.bindPopup(popup_a1cfea119cf441b285f443bb0819d3a7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6e3babed82fdef531a0ecc414d279623 = L.marker(\n",
              "                [33.886917, 9.537499],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_dd1e2e492cb3a4c898c9419b798990fc = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6e3babed82fdef531a0ecc414d279623.setIcon(icon_dd1e2e492cb3a4c898c9419b798990fc);\n",
              "        \n",
              "    \n",
              "        var popup_02f5e9df902b38bd05444a7e4f67ddfb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4ad1d15690d9e58f204b317ab4d84b5a = $(`&lt;div id=&quot;html_4ad1d15690d9e58f204b317ab4d84b5a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Gi*: 0.0004&lt;/div&gt;`)[0];\n",
              "                popup_02f5e9df902b38bd05444a7e4f67ddfb.setContent(html_4ad1d15690d9e58f204b317ab4d84b5a);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6e3babed82fdef531a0ecc414d279623.bindPopup(popup_02f5e9df902b38bd05444a7e4f67ddfb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_da237ce5a94db6896fd26abb440b2486 = L.marker(\n",
              "                [1.373333, 32.290275],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_211fdec707867b89f9504cb821cb4892 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_da237ce5a94db6896fd26abb440b2486.setIcon(icon_211fdec707867b89f9504cb821cb4892);\n",
              "        \n",
              "    \n",
              "        var popup_0d3242187dffd1ffc2ea513b0da61050 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c301051dbd94f5c8a261ee18baf91508 = $(`&lt;div id=&quot;html_c301051dbd94f5c8a261ee18baf91508&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Gi*: 0.0011&lt;/div&gt;`)[0];\n",
              "                popup_0d3242187dffd1ffc2ea513b0da61050.setContent(html_c301051dbd94f5c8a261ee18baf91508);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_da237ce5a94db6896fd26abb440b2486.bindPopup(popup_0d3242187dffd1ffc2ea513b0da61050)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0f51e7be5ba09c52898ff8c9f1f2efd8 = L.marker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_e9a5a75c6d7530eca2fa87327fc2d394 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0f51e7be5ba09c52898ff8c9f1f2efd8.setIcon(icon_e9a5a75c6d7530eca2fa87327fc2d394);\n",
              "        \n",
              "    \n",
              "        var popup_173ccf971d6447b1881c6ba2adf073b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_23885237f97f0713ab90d2cbe1bdfed5 = $(`&lt;div id=&quot;html_23885237f97f0713ab90d2cbe1bdfed5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_173ccf971d6447b1881c6ba2adf073b8.setContent(html_23885237f97f0713ab90d2cbe1bdfed5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0f51e7be5ba09c52898ff8c9f1f2efd8.bindPopup(popup_173ccf971d6447b1881c6ba2adf073b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0ed4890633aa63c0a82caf804c06d2dd = L.marker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {}\n",
              "            ).addTo(marker_cluster_0b6e2cd3a43a2a30edcfaf9b90fe5f76);\n",
              "        \n",
              "    \n",
              "            var icon_582bd40ec8727d10b4e2cf452884705e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_0ed4890633aa63c0a82caf804c06d2dd.setIcon(icon_582bd40ec8727d10b4e2cf452884705e);\n",
              "        \n",
              "    \n",
              "        var popup_0b7ae0b980a6d347868cc87bff02108c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b90243d829b33bed08bf53ef2454c2a5 = $(`&lt;div id=&quot;html_b90243d829b33bed08bf53ef2454c2a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Gi*: 0.0008&lt;/div&gt;`)[0];\n",
              "                popup_0b7ae0b980a6d347868cc87bff02108c.setContent(html_b90243d829b33bed08bf53ef2454c2a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0ed4890633aa63c0a82caf804c06d2dd.bindPopup(popup_0b7ae0b980a6d347868cc87bff02108c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "from esda import G_Local\n",
        "import folium\n",
        "from folium.plugins import MarkerCluster\n",
        "\n",
        "# Calculate Getis-Ord Gi* statistic\n",
        "incidence_rate = sorted_merged_gdf['Standardized Incidence Rate']\n",
        "\n",
        "# Create a spatial weights matrix (w) using libpysal\n",
        "w = libpysal.weights.Queen.from_dataframe(sorted_merged_gdf)\n",
        "\n",
        "# Check if the dimensions match between incidence_rate and w\n",
        "if len(incidence_rate) == w.n:\n",
        "    # Calculate Getis-Ord Gi* statistic\n",
        "    getis_ord = G_Local(incidence_rate, w, star=True)\n",
        "\n",
        "    # Extract Gi* statistics and p-values\n",
        "    gi_star_values = getis_ord.Gs\n",
        "\n",
        "    # Add Gi* values to the GeoDataFrame\n",
        "    sorted_merged_gdf['Gi_Star'] = gi_star_values\n",
        "\n",
        "    # Create an interactive map using Folium\n",
        "    m = folium.Map(location=[sorted_merged_gdf['latitude'].mean(), sorted_merged_gdf['longitude'].mean()], zoom_start=4)\n",
        "    marker_cluster = MarkerCluster().add_to(m)\n",
        "\n",
        "    for idx, row in sorted_merged_gdf.iterrows():\n",
        "        folium.Marker([row['latitude'], row['longitude']],\n",
        "                      popup=f\"Country: {row['Country Name_right']}<br>Gi*: {row['Gi_Star']:.4f}\",\n",
        "                      icon=folium.Icon(color='blue')).add_to(marker_cluster)\n",
        "\n",
        "    m.save('hotspot_analysis_map.html')\n",
        "    print(\"Interactive map saved as 'hotspot_analysis_map.html'.\")\n",
        "\n",
        "    display(m)\n",
        "\n",
        "\n",
        "else:\n",
        "    print(\"Dimension mismatch: The length of incidence_rate is not equal to the number of spatial units in the data.\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ruN44uZMXg43"
      },
      "outputs": [],
      "source": [
        "!pip install pysal"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BAN0e_C6W_p8"
      },
      "outputs": [],
      "source": [
        "#Spatial regression to check for the relationship between incidence rates, mortality rate, total malaria cases populations\n",
        "from pysal.model import spreg\n",
        "\n",
        "# Create a spatial weights matrix (w) using libpysal\n",
        "w = libpysal.weights.Queen.from_dataframe(sorted_merged_gdf)\n",
        "\n",
        "# Create a pandas DataFrame for the variables\n",
        "data = pd.DataFrame({\n",
        "    'Incidence': sorted_merged_gdf['Incidence of malaria (per 1,000 population at risk)'],\n",
        "    #'rural_population': sorted_merged_gdf['Rural Population'],\n",
        "    #'urban_population': sorted_merged_gdf['Urban Population'],\n",
        "    'total_population': sorted_merged_gdf['Total Population'],\n",
        "    'Mortality': sorted_merged_gdf['Mortality Rate'],\n",
        "    'total_malaria_cases': sorted_merged_gdf['Total Malaria Cases']\n",
        "})\n",
        "\n",
        "# Convert data to numpy arrays\n",
        "y = data['Incidence'].values\n",
        "X = data[['total_population', 'Mortality', 'total_malaria_cases']].values\n",
        "\n",
        "# Perform spatial regression\n",
        "model = spreg.OLS(y, X, w=w, name_y='Incidence', name_x=['total_population' 'Mortality', 'total_malaria_cases'])\n",
        "\n",
        "# Print regression results\n",
        "print(model.summary)\n",
        "\n",
        "# Create scatter plots to visualize relationships\n",
        "sns.pairplot(data, kind='reg', plot_kws={'scatter_kws': {'alpha': 0.5}})\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DKfY_b2wnLXz"
      },
      "source": [
        "From the spatial regression above, we can conclude that there is a strong positive relationship between the incidence rates, mortality rates, total malaria diseases and population with an R2 of 0.7359. Now we can analyse the effect of preventive measures on these features"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uA2DN9HevJ-e"
      },
      "source": [
        "# Preventive Measures based analysis\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 90,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WoBrGPDajXXA",
        "outputId": "feb9c2ec-abe6-4228-e3bc-d18014311232"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Country Name_left', 'geometry', 'index_right', 'Country Name_right',\n",
              "       'Year', 'Incidence of malaria (per 1,000 population at risk)',\n",
              "       'Malaria cases reported', 'Malaria death',\n",
              "       'Use of insecticide-treated bed net in total population',\n",
              "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
              "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
              "       'Total Population', 'Rural Population', 'Urban Population',\n",
              "       'Rural population (% of total population)',\n",
              "       'Rural population growth (annual %)',\n",
              "       'Urban population (% of total population)',\n",
              "       'Urban population growth (annual %)',\n",
              "       'People using at least basic drinking water services (% of population)',\n",
              "       'People using at least basic drinking water services, rural (% of rural population)',\n",
              "       'People using at least basic drinking water services, urban (% of urban population)',\n",
              "       'People using at least basic sanitation services (% of population)',\n",
              "       'People using at least basic sanitation services, rural (% of rural population)',\n",
              "       'People using at least basic sanitation services, urban  (% of urban population)',\n",
              "       'latitude', 'longitude', 'Total Malaria Cases', 'Mortality Rate',\n",
              "       'Prevalence Rate', 'Incidence Rate Urban', 'Incidence Rate Rural',\n",
              "       'Standardized Incidence Rate', 'Mortality Rate Urban',\n",
              "       'Mortality Rate Rural', 'Gi_Star_Incidence', 'Gi_Star_Mortality',\n",
              "       'Gi_Star'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 90
        }
      ],
      "source": [
        "sorted_merged_gdf.columns"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FuW1Xc8TPRHX"
      },
      "outputs": [],
      "source": [
        "\n",
        "\n",
        "# Select columns for preventive measures and malaria metrics\n",
        "preventive_columns = ['Use of insecticide-treated bed net in total population',\n",
        "                      'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
        "                      'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
        "                      'People using at least basic drinking water services (% of population)',\n",
        "                      'People using at least basic drinking water services, rural (% of rural population)',\n",
        "                      'People using at least basic drinking water services, urban (% of urban population)',\n",
        "                      'People using at least basic sanitation services (% of population)',\n",
        "                      'People using at least basic sanitation services, rural (% of rural population)',\n",
        "                      'People using at least basic sanitation services, urban  (% of urban population)']\n",
        "\n",
        "malaria_metrics = ['Incidence of malaria (per 1,000 population at risk)',\n",
        "                  'Malaria cases reported', 'Malaria death','Mortality Rate',\n",
        "                  'Incidence Rate Urban', 'Incidence Rate Rural',\n",
        "                  'Mortality Rate Urban', 'Mortality Rate Rural']\n",
        "\n",
        "# Calculate correlation coefficients\n",
        "correlation_matrix = sorted_merged_gdf[preventive_columns + malaria_metrics].corr()\n",
        "correlation_matrix"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Mz-pkdRuMV3_"
      },
      "outputs": [],
      "source": [
        "#import statsmodels.graphics.api as sm\n",
        "plt.figure(figsize = (30, 8))\n",
        "import seaborn as sns\n",
        "#sm.plot_corr(corr, xnames = list(correlation_matrix))\n",
        "sns.heatmap(correlation_matrix, annot = True, cmap = \"coolwarm\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 93,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NgOUCV0Cl1pq",
        "outputId": "2d25aa1e-ffdf-42eb-e2dc-809ca70461b1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Use of insecticide-treated bed net in total population - Children with fever receiving antimalarial drugs (% of children under age 5 with fever): 0.0018386107281681088\n",
            "Use of insecticide-treated bed net in total population - Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women): 0.05782229567383119\n",
            "Use of insecticide-treated bed net in total population - People using at least basic drinking water services (% of population): -0.009047142733436427\n",
            "Use of insecticide-treated bed net in total population - People using at least basic drinking water services, rural (% of rural population): -0.030904699263811123\n",
            "Use of insecticide-treated bed net in total population - People using at least basic drinking water services, urban (% of urban population): -0.02469491473945423\n",
            "Use of insecticide-treated bed net in total population - People using at least basic sanitation services (% of population): 0.012828771753873045\n",
            "Use of insecticide-treated bed net in total population - People using at least basic sanitation services, rural (% of rural population): -0.022841562715375\n",
            "Use of insecticide-treated bed net in total population - People using at least basic sanitation services, urban  (% of urban population): -0.04296492989925395\n",
            "Use of insecticide-treated bed net in total population - Incidence of malaria (per 1,000 population at risk): 0.001193452902215984\n",
            "Use of insecticide-treated bed net in total population - Malaria cases reported: 0.12685264279416558\n",
            "Use of insecticide-treated bed net in total population - Malaria death: -0.04500663538337942\n",
            "Use of insecticide-treated bed net in total population - Mortality Rate: -0.05479438813812619\n",
            "Use of insecticide-treated bed net in total population - Incidence Rate Urban: 0.042618580219311024\n",
            "Use of insecticide-treated bed net in total population - Incidence Rate Rural: 0.014150251200650478\n",
            "Use of insecticide-treated bed net in total population - Mortality Rate Urban: -0.016916903475561497\n",
            "Use of insecticide-treated bed net in total population - Mortality Rate Rural: -0.06446244485409071\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women): -0.0027368874632769957\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - People using at least basic drinking water services (% of population): -0.11034373149469151\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - People using at least basic drinking water services, rural (% of rural population): -0.10836484112548683\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - People using at least basic drinking water services, urban (% of urban population): -0.016488332562632088\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - People using at least basic sanitation services (% of population): -0.14062976775580863\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - People using at least basic sanitation services, rural (% of rural population): -0.12531392436317454\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - People using at least basic sanitation services, urban  (% of urban population): -0.15069431104805076\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Incidence of malaria (per 1,000 population at risk): 0.15267182670354834\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Malaria cases reported: 0.08445601658595911\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Malaria death: 0.153656955935791\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Mortality Rate: 0.16718765855998563\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Incidence Rate Urban: 0.16011681470211606\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Incidence Rate Rural: 0.07512454759084262\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Mortality Rate Urban: 0.181967518250083\n",
            "Children with fever receiving antimalarial drugs (% of children under age 5 with fever) - Mortality Rate Rural: 0.14144430635424554\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - People using at least basic drinking water services (% of population): 0.03356826680680286\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - People using at least basic drinking water services, rural (% of rural population): 0.051885341796278475\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - People using at least basic drinking water services, urban (% of urban population): 0.01246534003899791\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - People using at least basic sanitation services (% of population): 0.019442118112040465\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - People using at least basic sanitation services, rural (% of rural population): 0.02545624774240083\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - People using at least basic sanitation services, urban  (% of urban population): 0.010225429590015645\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Incidence of malaria (per 1,000 population at risk): 0.01114364862136191\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Malaria cases reported: 0.08493448101930129\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Malaria death: -0.10790224985862056\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Mortality Rate: -0.05744310498619969\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Incidence Rate Urban: -0.014724225597017075\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Incidence Rate Rural: 0.027601269472208992\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Mortality Rate Urban: -0.05821040846572728\n",
            "Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women) - Mortality Rate Rural: -0.04934445892766886\n",
            "People using at least basic drinking water services (% of population) - Malaria cases reported: -0.20918123142856973\n",
            "People using at least basic drinking water services (% of population) - Malaria death: -0.16687182432934108\n",
            "People using at least basic drinking water services (% of population) - Incidence Rate Rural: -0.07791167275487736\n",
            "People using at least basic drinking water services, rural (% of rural population) - Malaria cases reported: -0.1289532822147787\n",
            "People using at least basic drinking water services, rural (% of rural population) - Malaria death: -0.14425931895415264\n",
            "People using at least basic drinking water services, rural (% of rural population) - Incidence Rate Rural: -0.18220779092314993\n",
            "People using at least basic drinking water services, urban (% of urban population) - Malaria cases reported: -0.0749718537861375\n",
            "People using at least basic drinking water services, urban (% of urban population) - Malaria death: -0.12347293286614405\n",
            "People using at least basic drinking water services, urban (% of urban population) - Incidence Rate Rural: -0.17742866704569596\n",
            "People using at least basic sanitation services (% of population) - Malaria cases reported: -0.19414339206904468\n",
            "People using at least basic sanitation services (% of population) - Malaria death: -0.1702228036290008\n",
            "People using at least basic sanitation services (% of population) - Incidence Rate Rural: -0.19690177597451156\n",
            "People using at least basic sanitation services, rural (% of rural population) - Malaria cases reported: -0.09554918246140978\n",
            "People using at least basic sanitation services, rural (% of rural population) - Malaria death: -0.09877199332297734\n",
            "People using at least basic sanitation services, rural (% of rural population) - Incidence Rate Urban: -0.2746108740352675\n",
            "People using at least basic sanitation services, rural (% of rural population) - Incidence Rate Rural: -0.0934257693381846\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Malaria cases reported: -0.1849257649853945\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Malaria death: -0.15256085376866618\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Incidence Rate Rural: -0.1374400574504589\n",
            "Incidence of malaria (per 1,000 population at risk) - Malaria cases reported: 0.2920210298417904\n",
            "Malaria cases reported - Malaria death: 0.27813301319745065\n",
            "Malaria cases reported - Mortality Rate: 0.17774723221084252\n",
            "Malaria cases reported - Incidence Rate Rural: 0.1242193089526585\n",
            "Malaria cases reported - Mortality Rate Urban: 0.19825940172892545\n",
            "Malaria cases reported - Mortality Rate Rural: 0.1477183864220302\n",
            "Malaria death - Incidence Rate Urban: 0.23733899831801722\n",
            "Malaria death - Incidence Rate Rural: 0.1857558457968908\n",
            "Malaria death - Mortality Rate Urban: 0.2747529030406701\n",
            "Incidence Rate Rural - Mortality Rate Urban: 0.27511539120162337\n"
          ]
        }
      ],
      "source": [
        "#Correlated features with their pearson correlation coefficient among the preventive measures\n",
        "correlation_threshold = 0.3\n",
        "#Finding highly correlated features\n",
        "highly_correlated_features = []\n",
        "for i in range(len(correlation_matrix.columns)):\n",
        "  for j in range(i+1, len(correlation_matrix.columns)):\n",
        "    if abs(correlation_matrix.iloc[i,j]) <= correlation_threshold:\n",
        "      feature_i = correlation_matrix.columns[i]\n",
        "      feature_j = correlation_matrix.columns[j]\n",
        "      highly_correlated_features.append((feature_i, feature_j, correlation_matrix.iloc[i,j]))\n",
        "#print\n",
        "for feature_i, feature_j, correlation in highly_correlated_features:\n",
        "  print(f\"{feature_i} - {feature_j}: {correlation}\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6xwEdtelTGSw"
      },
      "source": [
        "Some interpretations to these values\n",
        "\n",
        "Correlations Close to 0:\n",
        "Variables with correlation values close to 0 (e.g., around 0.001) indicate very weak linear relationships. For example, the correlation between \"Use of insecticide-treated bed net in total population\" and \"Children with fever receiving antimalarial drugs (% of children under age 5 with fever)\" is almost zero. This suggests that there's little to no linear relationship between these two variables.\n",
        "\n",
        "Weak Positive Correlations:\n",
        "Correlation values between 0 and 0.3 represent weak positive correlations. For example, **the positive correlation between \"Use of insecticide-treated bed net in total population\" and \"Malaria cases reported\" is around 0.127.** This indicates that regions with higher usage of bed nets tend to report slightly higher malaria cases, which is actually counterintuitive. However, this doesn't imply causation and could be influenced by other factors.\n",
        "\n",
        "Weak Negative Correlations:\n",
        "Similarly, weak negative correlations can be observed. For instance, the negative correlation between **\"Use of insecticide-treated bed net in total population\" and \"Mortality Rate\"** is around -0.055. This suggests that areas with higher bed net usage tend to have slightly lower mortality rates, but the relationship is not very strong.\n",
        "\n",
        "Moderate Correlations:\n",
        "Correlation values between 0.3 and 0.7 indicate moderate correlations. The correlation between **\"Children with fever receiving antimalarial drugs (% of children under age 5 with fever)\" and \"Mortality Rate\" is around 0.167**. This suggests a moderate positive relationship between children receiving antimalarial drugs when they have a fever and the overall mortality rate in the region.\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 94,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P3jjqlC9UeDj",
        "outputId": "a56767d5-1052-479d-8497-3f9ecdb13768"
      },
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "People using at least basic drinking water services (% of population) - People using at least basic drinking water services, rural (% of rural population): 0.8654254960365451\n",
            "People using at least basic drinking water services (% of population) - People using at least basic drinking water services, urban (% of urban population): 0.7499470116648563\n",
            "People using at least basic drinking water services (% of population) - People using at least basic sanitation services (% of population): 0.7524956601067133\n",
            "People using at least basic drinking water services (% of population) - People using at least basic sanitation services, rural (% of rural population): 0.5284558326575817\n",
            "People using at least basic drinking water services (% of population) - People using at least basic sanitation services, urban  (% of urban population): 0.520001425449664\n",
            "People using at least basic drinking water services (% of population) - Incidence of malaria (per 1,000 population at risk): -0.41829364318724505\n",
            "People using at least basic drinking water services (% of population) - Mortality Rate: -0.5476685336720241\n",
            "People using at least basic drinking water services (% of population) - Incidence Rate Urban: -0.5304014632749693\n",
            "People using at least basic drinking water services (% of population) - Mortality Rate Urban: -0.5699006792519953\n",
            "People using at least basic drinking water services (% of population) - Mortality Rate Rural: -0.4597691601931444\n",
            "People using at least basic drinking water services, rural (% of rural population) - People using at least basic drinking water services, urban (% of urban population): 0.7562728693096292\n",
            "People using at least basic drinking water services, rural (% of rural population) - People using at least basic sanitation services (% of population): 0.5537340254880893\n",
            "People using at least basic drinking water services, rural (% of rural population) - People using at least basic sanitation services, rural (% of rural population): 0.5726092517155751\n",
            "People using at least basic drinking water services, rural (% of rural population) - People using at least basic sanitation services, urban  (% of urban population): 0.4417847296898831\n",
            "People using at least basic drinking water services, rural (% of rural population) - Incidence of malaria (per 1,000 population at risk): -0.3545082134162098\n",
            "People using at least basic drinking water services, rural (% of rural population) - Mortality Rate: -0.45858406241502553\n",
            "People using at least basic drinking water services, rural (% of rural population) - Incidence Rate Urban: -0.35290850809025204\n",
            "People using at least basic drinking water services, rural (% of rural population) - Mortality Rate Urban: -0.4073028574602391\n",
            "People using at least basic drinking water services, rural (% of rural population) - Mortality Rate Rural: -0.46310513246569635\n",
            "People using at least basic drinking water services, urban (% of urban population) - People using at least basic sanitation services (% of population): 0.5274890742810778\n",
            "People using at least basic drinking water services, urban (% of urban population) - People using at least basic sanitation services, rural (% of rural population): 0.5972309056754809\n",
            "People using at least basic drinking water services, urban (% of urban population) - People using at least basic sanitation services, urban  (% of urban population): 0.4884467537669053\n",
            "People using at least basic drinking water services, urban (% of urban population) - Incidence of malaria (per 1,000 population at risk): -0.3786929045184287\n",
            "People using at least basic drinking water services, urban (% of urban population) - Mortality Rate: -0.4844600222793827\n",
            "People using at least basic drinking water services, urban (% of urban population) - Incidence Rate Urban: -0.3161129450611224\n",
            "People using at least basic drinking water services, urban (% of urban population) - Mortality Rate Urban: -0.36230602337799633\n",
            "People using at least basic drinking water services, urban (% of urban population) - Mortality Rate Rural: -0.49454771417111015\n",
            "People using at least basic sanitation services (% of population) - People using at least basic sanitation services, rural (% of rural population): 0.7502316673519864\n",
            "People using at least basic sanitation services (% of population) - People using at least basic sanitation services, urban  (% of urban population): 0.7652867107549991\n",
            "People using at least basic sanitation services (% of population) - Incidence of malaria (per 1,000 population at risk): -0.4750883980664504\n",
            "People using at least basic sanitation services (% of population) - Mortality Rate: -0.5846878055932918\n",
            "People using at least basic sanitation services (% of population) - Incidence Rate Urban: -0.44817600999142665\n",
            "People using at least basic sanitation services (% of population) - Mortality Rate Urban: -0.5132444505257688\n",
            "People using at least basic sanitation services (% of population) - Mortality Rate Rural: -0.53398557734463\n",
            "People using at least basic sanitation services, rural (% of rural population) - People using at least basic sanitation services, urban  (% of urban population): 0.8014388809301313\n",
            "People using at least basic sanitation services, rural (% of rural population) - Incidence of malaria (per 1,000 population at risk): -0.33858560485980543\n",
            "People using at least basic sanitation services, rural (% of rural population) - Mortality Rate: -0.49271843593179004\n",
            "People using at least basic sanitation services, rural (% of rural population) - Mortality Rate Urban: -0.38697438379648214\n",
            "People using at least basic sanitation services, rural (% of rural population) - Mortality Rate Rural: -0.4511689579290148\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Incidence of malaria (per 1,000 population at risk): -0.3674777594084983\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Mortality Rate: -0.4489491715993158\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Incidence Rate Urban: -0.36706000297557845\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Mortality Rate Urban: -0.387214103842941\n",
            "People using at least basic sanitation services, urban  (% of urban population) - Mortality Rate Rural: -0.41481083784802836\n",
            "Incidence of malaria (per 1,000 population at risk) - Malaria death: 0.3327905624931082\n",
            "Incidence of malaria (per 1,000 population at risk) - Mortality Rate: 0.8299414419117493\n",
            "Incidence of malaria (per 1,000 population at risk) - Incidence Rate Urban: 0.7893773121318497\n",
            "Incidence of malaria (per 1,000 population at risk) - Incidence Rate Rural: 0.7461894806101139\n",
            "Incidence of malaria (per 1,000 population at risk) - Mortality Rate Urban: 0.6972510846612515\n",
            "Incidence of malaria (per 1,000 population at risk) - Mortality Rate Rural: 0.840401873245224\n",
            "Malaria cases reported - Incidence Rate Urban: 0.33205681051086994\n",
            "Malaria death - Mortality Rate: 0.3852675271671464\n",
            "Malaria death - Mortality Rate Rural: 0.3910881019024558\n",
            "Mortality Rate - Incidence Rate Urban: 0.7219488567583788\n",
            "Mortality Rate - Incidence Rate Rural: 0.45364213002423665\n",
            "Mortality Rate - Mortality Rate Urban: 0.8633579068358816\n",
            "Mortality Rate - Mortality Rate Rural: 0.9432297017688321\n",
            "Incidence Rate Urban - Incidence Rate Rural: 0.3757822698858907\n",
            "Incidence Rate Urban - Mortality Rate Urban: 0.8876678174066415\n",
            "Incidence Rate Urban - Mortality Rate Rural: 0.5826519291874825\n",
            "Incidence Rate Rural - Mortality Rate Rural: 0.6436888901588494\n",
            "Mortality Rate Urban - Mortality Rate Rural: 0.7035485609334111\n"
          ]
        }
      ],
      "source": [
        "#Correlated features with their pearson correlation coefficient among the preventive measures\n",
        "correlation_threshold = 0.3\n",
        "#Finding highly correlated features\n",
        "highly_correlated_features = []\n",
        "for i in range(len(correlation_matrix.columns)):\n",
        "  for j in range(i+1, len(correlation_matrix.columns)):\n",
        "    if abs(correlation_matrix.iloc[i,j]) >= correlation_threshold:\n",
        "      feature_i = correlation_matrix.columns[i]\n",
        "      feature_j = correlation_matrix.columns[j]\n",
        "      highly_correlated_features.append((feature_i, feature_j, correlation_matrix.iloc[i,j]))\n",
        "#print\n",
        "for feature_i, feature_j, correlation in highly_correlated_features:\n",
        "  print(f\"{feature_i} - {feature_j}: {correlation}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zvFj3fxPVbiQ"
      },
      "source": [
        "In my opinion, this gives a better insight into the effect of preventive measures\n",
        "Let us review what we have,\n",
        "\n",
        "**Positive Correlations**:\n",
        "* **People using at least basic drinking water services (% of population) - People using at least basic drinking water services, rural (% of rural population): **0.865**\n",
        "This strong positive correlation indicates that regions with higher overall access to basic drinking water services also tend to have a higher percentage of rural population with access to such services. In other words, when the entire population has better access to clean drinking water, rural areas within those regions also tend to benefit. A combination of these measures would result in higher effectiveness in reducing the malaria burden\n",
        "* **People using at least basic drinking water services (% of population) - People using at least basic drinking water services, urban (% of urban population): 0.750**\n",
        "Similarly, there's a strong positive correlation between overall access to basic drinking water services for the entire population and the percentage of urban population with access. This suggests that as the general population's access to clean drinking water improves, urban areas within those regions also experience a rise in access.\n",
        "* **People using at least basic drinking water services (% of population) - People using at least basic sanitation services (% of population): 0.752**\n",
        "This correlation indicates that regions with higher overall access to basic drinking water services are also more likely to have higher overall access to basic sanitation services. The two are closely related in terms of hygiene and public health, and regions that prioritize clean drinking water often also prioritize sanitation.\n",
        "\n",
        "**Negative Correlations:**\n",
        "\n",
        "* **People using at least basic drinking water services (% of population) - Incidence of malaria (per 1,000 population at risk): -0.418**\n",
        "This negative correlation suggests that regions with higher access to basic drinking water services tend to experience lower incidences of malaria. Clean drinking water can play a role in reducing waterborne diseases, including those transmitted by mosquitoes that cause malaria.\n",
        "* **People using at least basic drinking water services (% of population) - Mortality Rate: -0.548**\n",
        "This strong negative correlation indicates that regions with higher access to clean drinking water tend to have lower overall mortality rates.\n",
        "\n",
        "**My interpretation:**\n",
        "* The positive correlations suggest that improvements in access to clean drinking water tend to coincide with improvements in other related areas, such as rural access, urban access, and sanitation.\n",
        "* The negative correlations imply that better access to clean drinking water is associated with lower rates of malaria incidence and overall mortality. This underscores the critical role of clean water in public health.\n",
        "\n",
        "**My reservation**\n",
        "Correlations only suggest associations, they dont establish causation.\n",
        "However, these correlations highlight the interconnectedness of access to clean drinking water, sanitation, disease incidence, and mortality, shedding light on the positive impacts of improvements in clean water access on public health indicators.\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 95,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ICflmJceNS9S",
        "outputId": "38fcd798-fd63-428c-c478-d0ef0d920726"
      },
      "outputs": [
        {
          "metadata": {
            "tags": null
          },
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Remaining Features: Index(['Use of insecticide-treated bed net in total population',\n",
            "       'Children with fever receiving antimalarial drugs (% of children under age 5 with fever)',\n",
            "       'Intermittent preventive treatment (IPT) of malaria in pregnancy (% of pregnant women)',\n",
            "       'People using at least basic drinking water services (% of population)',\n",
            "       'Incidence of malaria (per 1,000 population at risk)',\n",
            "       'Malaria cases reported', 'Malaria death'],\n",
            "      dtype='object')\n"
          ]
        }
      ],
      "source": [
        "#Let us know those features that are highly not correlated at a threshold of 0.7\n",
        "high_correlation_features = set()\n",
        "for i in range(len(correlation_matrix.columns)):\n",
        "  for j in range(i):\n",
        "    if abs(correlation_matrix.iloc[i,j]) > 0.7:\n",
        "      feature_i = correlation_matrix.columns[i]\n",
        "      feature_j = correlation_matrix.columns[j]\n",
        "      high_correlation_features.add(feature_i)\n",
        "#Remove the features with high collinearity\n",
        "data_without_collinear_features = correlation_matrix.drop(high_correlation_features, axis = 1)\n",
        "#Printing the remaining features\n",
        "remaining_features = data_without_collinear_features.columns\n",
        "print(\"Remaining Features:\", remaining_features)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-6gBs4voYKZu"
      },
      "source": [
        "Again, as a confirmation, the above result shows the features that are not too correlated"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1duzU3BK2GFG"
      },
      "source": [
        "Let us check the total number of people that adhere to the usage of preventive measures"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 96,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fVX_IwbIlvtL",
        "outputId": "3c2df71e-f4d7-4c31-cabf-ceda6a0488c8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Year: 2016-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 12797525.476849128\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 12176120.524188178\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 11738277.83384531\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 10320644.950270312\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 9964371.153823668\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 9845133.812019931\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 9767420.888340645\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 9448673.603755647\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 8816247.373585196\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 8478384.421628077\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 8329448.466242658\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 8301668.67869703\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 7628019.761078042\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 7488680.273995827\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 7191436.004760946\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 7084252.6336458735\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 5623886.291371892\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 5533766.433440078\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 5503354.488961133\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 5448841.735025643\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 4880178.47325239\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 4745397.354074537\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 4745328.174598724\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 4546089.690341827\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 4432831.34024512\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 4364550.308924877\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 4326590.237124472\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 4214018.841263186\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 4197130.008231339\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 4107604.4588623834\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 3957860.0410544276\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 3922451.571761096\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 3854670.4425432337\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 3840122.765250917\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 3811371.4509668075\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 3683640.92822859\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 3464960.4777727327\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 3459120.108972668\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 3424204.8173236167\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 3364933.2630291716\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 2969000.85791466\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 2935679.2008994203\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 2887317.1442571175\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 2855893.6783160055\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 2822562.145278686\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 2812243.6839233413\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 2729275.7472415743\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 2710982.3969528275\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 2463768.8184209294\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 2455484.4558316157\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 2413893.014595363\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 2410284.4401281103\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 2379397.8460971904\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 2340176.928801019\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 2186035.6419831035\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 2088106.2199638064\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 2039581.554979641\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 2001387.426362504\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 1936064.6739251434\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 1935143.1448143406\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 1841101.7771372527\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 1812164.0038933067\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 1810700.3827554688\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 1804970.4429362016\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 1784678.779566479\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 1772660.1353492364\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 1765670.2071596598\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 1764436.3180272104\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 1755656.3083410126\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 1747472.4673645499\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 1741253.068856345\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 1734615.939120632\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 1724937.3348506417\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 1693164.24973197\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 1683450.649451803\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 1672579.8462014217\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 1671570.3857339877\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 1618507.9094674229\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 1617472.511335245\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 1609519.07097135\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 1595297.4296738037\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 1594187.3381580666\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 1587261.3054286384\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 1585412.5705801377\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 1565326.065973737\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 1556983.5105433536\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 1547185.6527534504\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 1536045.7649841853\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 1534434.9406926578\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 1530188.1721982015\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 1523166.550722773\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 1517891.35484213\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 1514559.7837010764\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 1488307.1612605553\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 1457572.7686161373\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 1437048.501663215\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Angola, Total Usage Count: 1429302.7097400292\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 1426778.889597119\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 1415297.838784335\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 1397770.315523039\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 1369622.3202979008\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 1364401.7852168304\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 1333062.5985572496\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 1258991.7362509682\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 1238838.0198986584\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 1210609.280450343\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 1207398.2110715113\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 1168857.414243517\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 1158482.9836280865\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 1151849.4780881447\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 1145448.5294236564\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 1127295.0033772367\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 1126650.762641976\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 1126215.862319412\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 1123691.5220631773\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 1118687.9045019117\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 1099165.357415266\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 1082590.4004901305\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 1068981.2755124609\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 1055080.443806355\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 1053983.7179510114\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 1037565.2983468059\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 1028066.6481113544\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 1024582.3423288341\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 1015630.2584853921\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 1006784.0069120845\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 987648.9794257574\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 987298.2730244619\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 975379.9923215193\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 958558.8431630527\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 957881.1516980622\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 952629.5230078708\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 951431.9725429378\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 937626.1190600249\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 932270.7098029682\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 929003.9131573669\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 926144.0338780627\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 925701.8067174857\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 922947.7006116923\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 919069.1654662704\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 918676.8478893127\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 902453.3042570349\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Burundi, Total Usage Count: 898736.8186438505\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 897616.1134901992\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 872676.5895564572\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 855856.3270587937\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 849565.0324076428\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 843712.6134281743\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 824501.936220487\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 815474.8782063428\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 792193.0411528164\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 752163.7354411919\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 740213.0156005406\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 739190.8448699741\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 731825.2838173006\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 724418.4838552251\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 722958.5221439574\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 712756.0566645052\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 702308.9198527337\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 700821.985217777\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 696863.1033052236\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 695553.9358246417\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 691544.4012666158\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 683019.4409984432\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 668697.2951465399\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 623935.7204999477\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 622523.174829114\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 605116.2575975951\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 602326.7642477442\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 592337.8417542673\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 590355.9245238195\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 581536.6827024716\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 580702.0392591571\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 576652.5367765825\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 561212.0549917329\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 559886.1972858852\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 538840.5606561622\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 537421.3142171397\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 536991.5482285838\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 528492.3987858815\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 527272.5103034412\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Ghana, Total Usage Count: 526268.2176133156\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Sudan, Total Usage Count: 518296.27407056506\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Nigeria, Total Usage Count: 513878.3036717882\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Liberia, Total Usage Count: 509418.88057031756\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 509110.32771414163\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 497645.98929546226\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 495011.0706894482\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 482284.2128826909\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 479291.9854692559\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 447309.80869388033\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 433599.6485269631\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 418966.05025332264\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 417516.62454001163\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 412810.5016712668\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 406978.09318293957\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 404889.7955366653\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 400945.91289365897\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 395976.9236176899\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 389338.7342246597\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 385516.1885637557\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 382797.6634654529\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 371991.4990191824\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 366191.28153479943\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 354666.88117179397\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 346410.59897760925\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 335422.96684071695\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Niger, Total Usage Count: 334301.0508576875\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 329727.4964696681\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 329203.88712933584\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 323846.5752026831\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 320264.33379535103\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Uganda, Total Usage Count: 312128.1867561574\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 300518.5221676478\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 296041.0203362472\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 290026.9850105029\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Rwanda, Total Usage Count: 285771.8371836019\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 285576.605201103\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 285376.83161658916\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 285103.65920842264\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 284445.2977985086\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Togo, Total Usage Count: 284275.5636916979\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 279132.333586071\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 273902.2359727606\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Tunisia, Total Usage Count: 269039.5764764271\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 262610.7697616495\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 258230.26050551588\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 256501.2887293755\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 247278.71165991126\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 247078.4030322242\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 240731.72963708334\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 232920.41727744765\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 229638.02692103025\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 223973.67865204386\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 221389.41806608724\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 220358.8870641266\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 211422.80181348833\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 206483.26696375923\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 190148.42518371373\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 181964.04175779384\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Mozambique, Total Usage Count: 180362.834962744\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 170961.86998420348\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 158381.36778504515\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 157127.50053939509\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 151989.73007376544\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 147169.01790955872\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Burkina Faso, Total Usage Count: 146939.14384676638\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 145046.54296026577\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 135225.52411236856\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Senegal, Total Usage Count: 134673.25254903318\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 134015.96107121464\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 125456.44188860166\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Seychelles, Total Usage Count: 123838.92065498735\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 115321.95899809312\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 112557.17585644907\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 109597.67879736677\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 100808.61373828199\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 99543.3486614256\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 98968.60902183864\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 98748.03286102372\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 94356.12994998207\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 85180.37811685394\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 84380.90604836831\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 81150.39191440186\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 80449.64963240348\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 79913.18903668817\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 78681.92833009383\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 76143.10535889756\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 72876.03532905651\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Guinea, Total Usage Count: 68576.28757920557\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 63311.766040591676\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 62187.15915619278\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 60933.63000672015\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 59037.73322109696\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 56959.90267215862\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 56926.11226683321\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 55201.534277165294\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Madagascar, Total Usage Count: 53759.25601330231\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 50489.24065509905\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 50327.68460048804\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 48502.76397918627\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 46589.043040815945\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 46177.65211948928\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 46046.72460007793\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 45282.09338823091\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 44929.41123887217\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 44656.726609210964\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 44433.22682741658\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Cameroon, Total Usage Count: 44101.19174048923\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 43189.45987172583\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Zimbabwe, Total Usage Count: 42818.63376988684\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 41920.63127277526\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 40213.77213992632\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 40087.28204803882\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Sierra Leone, Total Usage Count: 39661.3097951592\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Chad, Total Usage Count: 39139.17368863634\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 37750.255554153424\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 37017.700216705474\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 35421.06831725653\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 33509.65166954421\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 33204.163605427486\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Kenya, Total Usage Count: 33133.195479506394\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Benin, Total Usage Count: 33116.85477176532\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 33060.659084584986\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 32215.09858006205\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 32089.237913509543\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 32084.751503835476\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 31490.90807375165\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 31293.3938418296\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 31145.716581403005\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 30806.124782190574\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 29981.004948338486\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 29218.166899912758\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 28896.507611998346\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Central African Republic, Total Usage Count: 28667.725974270343\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 28499.715618031816\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 28464.99452748336\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 28384.08370284064\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 27288.77085307403\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 27282.97388601385\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: South Sudan, Total Usage Count: 26879.971364176094\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 26743.802703012\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 26140.10580008596\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 25537.097950949577\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 25170.778817864328\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 25091.7627067447\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 25074.424755250446\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 24882.458717460988\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 24834.108631058425\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Zambia, Total Usage Count: 24812.931235548393\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 23592.671411479903\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 20347.499917241206\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 19778.119847348877\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 19697.834567856647\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 19311.037686926476\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 18895.354521791367\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 18642.75166011731\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 17938.268124753147\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 17751.612688721085\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 17037.553202284922\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Guinea-Bissau, Total Usage Count: 17019.45481931696\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Equatorial Guinea, Total Usage Count: 16429.940646629548\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 15979.458128773998\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 15911.34230789273\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 14801.249402257678\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 14704.07902854211\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 13720.044016694563\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 13324.581381353733\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 13299.853414892736\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 13239.991752605429\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 12937.299689408266\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 12465.654446836417\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 12371.992582634159\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 11548.955384858125\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 10931.488750775514\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 10786.92161952648\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 9848.040104193777\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 9845.274541678953\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Somalia, Total Usage Count: 9376.231674112849\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 9305.78581023618\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 8510.826298121177\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 8006.296267812809\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 6977.476606100046\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 6698.279350744453\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Gabon, Total Usage Count: 6558.857577471634\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: South Africa, Total Usage Count: 6317.33067181029\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 6204.1036511683205\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 6170.523134069433\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 6044.4050951105355\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 6043.5372016024885\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 5940.5158178913\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 5788.491627148401\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 5738.857285560676\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 5734.948386212101\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 5716.077076321558\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 5706.946986864211\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 5621.876793355589\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 5426.0539927971795\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Sao Tome and Principe, Total Usage Count: 5392.628085956296\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 5378.803080394807\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 5361.281005290559\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5303.738649164043\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5289.390000000002\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5288.490000000002\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5287.590000000002\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5274.750000000001\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 5273.527263237198\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5269.8099999999995\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 5253.797383364047\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5235.93\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5225.391778614635\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5207.550000000003\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5205.682837645224\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Algeria, Total Usage Count: 5196.7000000000035\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 5100.322096977286\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 5081.109999999998\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 5078.909999999999\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 5003.909999999999\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 4963.603169561241\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 4957.408496740644\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4929.410000000003\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4855.0099999999975\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4815.659005917934\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 4794.2728037364395\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4763.489999999998\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 4727.856873449958\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4672.5599999999995\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4656.39195405284\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 4618.282341688014\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4582.199999999998\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4580.9431305269145\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4492.329999999998\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Djibouti, Total Usage Count: 4476.8847150257725\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Botswana, Total Usage Count: 4469.051646103116\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4403.139999999999\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4369.186008636863\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4322.4514801306195\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Morocco, Total Usage Count: 4314.229999999999\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4264.163680676914\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 4066.2462643104946\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 4058.504252705006\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 4033.9473696638697\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 3999.096831087558\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 3882.132316029794\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Lesotho, Total Usage Count: 3869.406880186629\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 3799.3264208568644\n",
            "Year: 2017-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3771.7099999999996\n",
            "Year: 2016-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3762.930000000002\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Namibia, Total Usage Count: 3752.1017061215116\n",
            "Year: 2015-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3743.6400000000003\n",
            "Year: 2014-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3723.7599999999993\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 3718.0200349152833\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Eswatini, Total Usage Count: 3713.540968632503\n",
            "Year: 2013-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3703.6799999999994\n",
            "Year: 2012-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3683.49\n",
            "Year: 2011-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3662.9099999999994\n",
            "Year: 2010-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3642.2200000000016\n",
            "Year: 2009-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3621.2299999999996\n",
            "Year: 2008-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3599.949999999998\n",
            "Year: 2007-01-01T00:00:00.000000000, Country: Libya, Total Usage Count: 3578.459999999999\n"
          ]
        }
      ],
      "source": [
        "\n",
        "# Correlated features with their pearson correlation coefficient among the preventive measures\n",
        "correlation_threshold = 0.3\n",
        "# Finding highly correlated features\n",
        "highly_correlated_features = []\n",
        "for i in range(len(correlation_matrix.columns)):\n",
        "    for j in range(i+1, len(correlation_matrix.columns)):\n",
        "        if abs(correlation_matrix.iloc[i, j]) >= correlation_threshold:\n",
        "            feature_i = correlation_matrix.columns[i]\n",
        "            feature_j = correlation_matrix.columns[j]\n",
        "            highly_correlated_features.append((feature_i, feature_j, correlation_matrix.iloc[i, j]))\n",
        "\n",
        "# Create a dictionary to store the usage count for each country and year\n",
        "country_year_usage_count = {}\n",
        "\n",
        "# Iterate through each highly correlated feature\n",
        "for feature_i, feature_j, _ in highly_correlated_features:\n",
        "    for year in sorted_merged_gdf['Year'].unique():\n",
        "        for idx, row in sorted_merged_gdf[sorted_merged_gdf['Year'] == year].iterrows():\n",
        "            country_name = row['Country Name_right']\n",
        "            usage_count = row[feature_i] + row[feature_j]  # Sum the usage values of the two features\n",
        "\n",
        "            if (country_name, year) in country_year_usage_count:\n",
        "                country_year_usage_count[(country_name, year)] += usage_count\n",
        "            else:\n",
        "                country_year_usage_count[(country_name, year)] = usage_count\n",
        "\n",
        "# Sort the countries by usage count in descending order\n",
        "sorted_countries = sorted(country_year_usage_count.items(), key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Print the countries and their usage count\n",
        "for (country, year), usage_count in sorted_countries:\n",
        "    print(f\"Year: {year}, Country: {country}, Total Usage Count: {usage_count}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9bAtvwns2lcn"
      },
      "source": [
        "Nigeria has the highest number of the total usage count of preventive measures in both 2016 and 2017"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QES5WRR925Cn"
      },
      "source": [
        "# Counterfactural scenarios of preventive measures\n",
        "\n",
        "This part of the analysis deals with modelling without the preventive measures to see what would have been the impact on the malaria metrics considered (incidence rate and mortality rate)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 97,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bYcepcCD9Xsk",
        "outputId": "c128b3a1-e009-4dee-facd-1eb83f1f0d9e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "\n"
          ]
        }
      ],
      "source": [
        "\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "\n",
        "data = sorted_merged_gdf\n",
        "\n",
        "# Define the preventive features and target metrics\n",
        "preventive_features = preventive_columns\n",
        "target_metrics = [\"Incidence of malaria (per 1,000 population at risk)\", \"Mortality Rate\"]\n",
        "\n",
        "# Split the data into features and target metrics\n",
        "X = data[preventive_features]\n",
        "y = data[target_metrics]\n",
        "\n",
        "# Normalize the features\n",
        "scaler = MinMaxScaler()\n",
        "X_normalized = scaler.fit_transform(X)\n",
        "\n",
        "# Split the data into training and testing sets\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_normalized, y, test_size=0.2, random_state=42)\n",
        "\n",
        "# Create a RandomForestRegressor model\n",
        "model = RandomForestRegressor(n_estimators=100, random_state=42)\n",
        "\n",
        "# Fit the model on training data\n",
        "model.fit(X_train, y_train)\n",
        "\n",
        "# Create a DataFrame for counterfactual scenarios\n",
        "counterfactual_data = data.copy()\n",
        "\n",
        "# Iterate through each country and year\n",
        "for idx, row in data.iterrows():\n",
        "    country_features = np.array(row[preventive_features]).reshape(1, -1)  # Features for a single country\n",
        "    country_features_normalized = scaler.transform(country_features)\n",
        "\n",
        "    # Predict the metrics without preventive measures for the current country\n",
        "    counterfactual_predictions = model.predict(country_features_normalized)\n",
        "\n",
        "    # Add counterfactual predictions to the counterfactual DataFrame for the current country and year\n",
        "    for i, target_metric in enumerate(target_metrics):\n",
        "        counterfactual_data.at[idx, f\"Counterfactual {target_metric}\"] = counterfactual_predictions[0, i]\n",
        "\n",
        "# Compare actual metrics with counterfactual scenarios\n",
        "for target_metric in target_metrics:\n",
        "    counterfactual_data[f\"{target_metric} Difference\"] = y[target_metric] - counterfactual_data[f\"Counterfactual {target_metric}\"]\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 98,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "-r3fJump36Bp",
        "outputId": "fb05ba0e-da94-483c-f228-44fa693cf112"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Country Name_left                                           geometry  \\\n",
              "0             ALGERIA  POLYGON ((-3.55328 31.06993, -3.55351 31.07054...   \n",
              "1              ANGOLA  POLYGON ((11.75945 -17.25426, 11.75837 -17.254...   \n",
              "2               BENIN  POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...   \n",
              "3            BOTSWANA  POLYGON ((25.16312 -17.77816, 25.16383 -17.778...   \n",
              "4        BURKINA FASO  POLYGON ((-0.39571 15.01753, -0.38517 15.00288...   \n",
              "..                ...                                                ...   \n",
              "435              TOGO  POLYGON ((0.50312 9.46885, 0.50333 9.46903, 0....   \n",
              "436           TUNISIA  POLYGON ((11.52664 33.16864, 11.52686 33.16841...   \n",
              "437            UGANDA  POLYGON ((29.73532 -0.02312, 29.73560 -0.02303...   \n",
              "438            ZAMBIA  POLYGON ((31.11078 -8.63228, 31.11568 -8.63242...   \n",
              "439          ZIMBABWE  POLYGON ((29.84504 -15.61170, 29.84640 -15.611...   \n",
              "\n",
              "     index_right Country Name_right       Year  \\\n",
              "0              0            Algeria 2007-01-01   \n",
              "1              1             Angola 2007-01-01   \n",
              "2              2              Benin 2007-01-01   \n",
              "3              3           Botswana 2007-01-01   \n",
              "4              4       Burkina Faso 2007-01-01   \n",
              "..           ...                ...        ...   \n",
              "435          457               Togo 2017-01-01   \n",
              "436          458            Tunisia 2017-01-01   \n",
              "437          459             Uganda 2017-01-01   \n",
              "438          460             Zambia 2017-01-01   \n",
              "439          461           Zimbabwe 2017-01-01   \n",
              "\n",
              "     Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                                 0.01     \n",
              "1                                               286.72     \n",
              "2                                               480.24     \n",
              "3                                                 1.03     \n",
              "4                                               503.80     \n",
              "..                                                 ...     \n",
              "435                                             278.20     \n",
              "436                                             278.20     \n",
              "437                                             336.76     \n",
              "438                                             160.05     \n",
              "439                                             108.55     \n",
              "\n",
              "     Malaria cases reported  Malaria death  \\\n",
              "0                      26.0              0   \n",
              "1                 1533485.0          18237   \n",
              "2                       0.0          12034   \n",
              "3                     390.0              3   \n",
              "4                   44246.0          31272   \n",
              "..                      ...            ...   \n",
              "435               1755577.0           3695   \n",
              "436               1755577.0              0   \n",
              "437              11667831.0          21315   \n",
              "438               5505639.0           7825   \n",
              "439                467508.0           3410   \n",
              "\n",
              "     Use of insecticide-treated bed net in total population  \\\n",
              "0                                               4.7625        \n",
              "1                                              18.0000        \n",
              "2                                               2.8125        \n",
              "3                                              21.6500        \n",
              "4                                              24.9200        \n",
              "..                                                 ...        \n",
              "435                                            69.7000        \n",
              "436                                            69.7000        \n",
              "437                                            69.7000        \n",
              "438                                            69.7000        \n",
              "439                                            69.7000        \n",
              "\n",
              "     Children with fever receiving antimalarial drugs (% of children under age 5 with fever)  \\\n",
              "0                                               4.9125                                         \n",
              "1                                              29.8000                                         \n",
              "2                                              18.6750                                         \n",
              "3                                              73.8625                                         \n",
              "4                                              67.0625                                         \n",
              "..                                                 ...                                         \n",
              "435                                            31.1000                                         \n",
              "436                                            31.1000                                         \n",
              "437                                            31.1000                                         \n",
              "438                                            31.1000                                         \n",
              "439                                            31.1000                                         \n",
              "\n",
              "     ...  Standardized Incidence Rate  Mortality Rate Urban  \\\n",
              "0    ...                     0.000765              0.000000   \n",
              "1    ...                    73.338507              1.516201   \n",
              "2    ...                     0.000000              3.348510   \n",
              "3    ...                     0.198274              0.002633   \n",
              "4    ...                     2.998291              9.215164   \n",
              "..   ...                          ...                   ...   \n",
              "435  ...                   223.560783              1.143125   \n",
              "436  ...                   148.633575              0.000000   \n",
              "437  ...                   290.771956              2.289995   \n",
              "438  ...                   318.280831              1.052594   \n",
              "439  ...                    31.693092              0.717093   \n",
              "\n",
              "     Mortality Rate Rural  Gi_Star_Incidence  Gi_Star_Mortality   Gi_Star  \\\n",
              "0                0.000000           0.002217       1.470825e-03  0.000625   \n",
              "1                2.053347           0.001619       1.651218e-03  0.000892   \n",
              "2                2.381120           0.004725       5.340534e-03  0.001474   \n",
              "3                0.003625           0.000708       6.690325e-04  0.000364   \n",
              "4                2.751960           0.004645       4.807973e-03  0.001674   \n",
              "..                    ...                ...                ...       ...   \n",
              "435              0.799709           0.004906       5.205052e-03  0.001949   \n",
              "436              0.000000           0.001379       3.944844e-09  0.000418   \n",
              "437              0.691614           0.002575       2.083740e-03  0.001055   \n",
              "438              0.793285           0.001738       1.775978e-03  0.000849   \n",
              "439              0.341144           0.001570       1.611165e-03  0.000771   \n",
              "\n",
              "     Counterfactual Incidence of malaria (per 1,000 population at risk)  \\\n",
              "0                                               0.0015                    \n",
              "1                                             237.5502                    \n",
              "2                                             436.0615                    \n",
              "3                                               3.1405                    \n",
              "4                                             488.5245                    \n",
              "..                                                 ...                    \n",
              "435                                           300.0313                    \n",
              "436                                           311.2289                    \n",
              "437                                           318.8924                    \n",
              "438                                           153.7865                    \n",
              "439                                           115.1894                    \n",
              "\n",
              "     Counterfactual Mortality Rate  \\\n",
              "0                         0.000003   \n",
              "1                         0.722962   \n",
              "2                         1.283310   \n",
              "3                         0.007555   \n",
              "4                         1.943421   \n",
              "..                             ...   \n",
              "435                       0.549093   \n",
              "436                       0.000000   \n",
              "437                       0.582363   \n",
              "438                       0.396760   \n",
              "439                       0.249333   \n",
              "\n",
              "     Incidence of malaria (per 1,000 population at risk) Difference  \\\n",
              "0                                               0.0085                \n",
              "1                                              49.1698                \n",
              "2                                              44.1785                \n",
              "3                                              -2.1105                \n",
              "4                                              15.2755                \n",
              "..                                                 ...                \n",
              "435                                           -21.8313                \n",
              "436                                           -33.0289                \n",
              "437                                            17.8676                \n",
              "438                                             6.2635                \n",
              "439                                            -6.6394                \n",
              "\n",
              "     Mortality Rate Difference  \n",
              "0                    -0.000003  \n",
              "1                     0.149218  \n",
              "2                     0.108264  \n",
              "3                    -0.006030  \n",
              "4                     0.175698  \n",
              "..                         ...  \n",
              "435                  -0.078560  \n",
              "436                   0.000000  \n",
              "437                  -0.051175  \n",
              "438                   0.055603  \n",
              "439                  -0.018164  \n",
              "\n",
              "[440 rows x 41 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4e058b14-c7e8-4760-b4f3-ff2fe4cf6053\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Country Name_left</th>\n",
              "      <th>geometry</th>\n",
              "      <th>index_right</th>\n",
              "      <th>Country Name_right</th>\n",
              "      <th>Year</th>\n",
              "      <th>Incidence of malaria (per 1,000 population at risk)</th>\n",
              "      <th>Malaria cases reported</th>\n",
              "      <th>Malaria death</th>\n",
              "      <th>Use of insecticide-treated bed net in total population</th>\n",
              "      <th>Children with fever receiving antimalarial drugs (% of children under age 5 with fever)</th>\n",
              "      <th>...</th>\n",
              "      <th>Standardized Incidence Rate</th>\n",
              "      <th>Mortality Rate Urban</th>\n",
              "      <th>Mortality Rate Rural</th>\n",
              "      <th>Gi_Star_Incidence</th>\n",
              "      <th>Gi_Star_Mortality</th>\n",
              "      <th>Gi_Star</th>\n",
              "      <th>Counterfactual Incidence of malaria (per 1,000 population at risk)</th>\n",
              "      <th>Counterfactual Mortality Rate</th>\n",
              "      <th>Incidence of malaria (per 1,000 population at risk) Difference</th>\n",
              "      <th>Mortality Rate Difference</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ALGERIA</td>\n",
              "      <td>POLYGON ((-3.55328 31.06993, -3.55351 31.07054...</td>\n",
              "      <td>0</td>\n",
              "      <td>Algeria</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>0.01</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0</td>\n",
              "      <td>4.7625</td>\n",
              "      <td>4.9125</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000765</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.002217</td>\n",
              "      <td>1.470825e-03</td>\n",
              "      <td>0.000625</td>\n",
              "      <td>0.0015</td>\n",
              "      <td>0.000003</td>\n",
              "      <td>0.0085</td>\n",
              "      <td>-0.000003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ANGOLA</td>\n",
              "      <td>POLYGON ((11.75945 -17.25426, 11.75837 -17.254...</td>\n",
              "      <td>1</td>\n",
              "      <td>Angola</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>286.72</td>\n",
              "      <td>1533485.0</td>\n",
              "      <td>18237</td>\n",
              "      <td>18.0000</td>\n",
              "      <td>29.8000</td>\n",
              "      <td>...</td>\n",
              "      <td>73.338507</td>\n",
              "      <td>1.516201</td>\n",
              "      <td>2.053347</td>\n",
              "      <td>0.001619</td>\n",
              "      <td>1.651218e-03</td>\n",
              "      <td>0.000892</td>\n",
              "      <td>237.5502</td>\n",
              "      <td>0.722962</td>\n",
              "      <td>49.1698</td>\n",
              "      <td>0.149218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>BENIN</td>\n",
              "      <td>POLYGON ((2.84088 12.40599, 2.84306 12.40454, ...</td>\n",
              "      <td>2</td>\n",
              "      <td>Benin</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>480.24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12034</td>\n",
              "      <td>2.8125</td>\n",
              "      <td>18.6750</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>3.348510</td>\n",
              "      <td>2.381120</td>\n",
              "      <td>0.004725</td>\n",
              "      <td>5.340534e-03</td>\n",
              "      <td>0.001474</td>\n",
              "      <td>436.0615</td>\n",
              "      <td>1.283310</td>\n",
              "      <td>44.1785</td>\n",
              "      <td>0.108264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>BOTSWANA</td>\n",
              "      <td>POLYGON ((25.16312 -17.77816, 25.16383 -17.778...</td>\n",
              "      <td>3</td>\n",
              "      <td>Botswana</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>1.03</td>\n",
              "      <td>390.0</td>\n",
              "      <td>3</td>\n",
              "      <td>21.6500</td>\n",
              "      <td>73.8625</td>\n",
              "      <td>...</td>\n",
              "      <td>0.198274</td>\n",
              "      <td>0.002633</td>\n",
              "      <td>0.003625</td>\n",
              "      <td>0.000708</td>\n",
              "      <td>6.690325e-04</td>\n",
              "      <td>0.000364</td>\n",
              "      <td>3.1405</td>\n",
              "      <td>0.007555</td>\n",
              "      <td>-2.1105</td>\n",
              "      <td>-0.006030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>BURKINA FASO</td>\n",
              "      <td>POLYGON ((-0.39571 15.01753, -0.38517 15.00288...</td>\n",
              "      <td>4</td>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2007-01-01</td>\n",
              "      <td>503.80</td>\n",
              "      <td>44246.0</td>\n",
              "      <td>31272</td>\n",
              "      <td>24.9200</td>\n",
              "      <td>67.0625</td>\n",
              "      <td>...</td>\n",
              "      <td>2.998291</td>\n",
              "      <td>9.215164</td>\n",
              "      <td>2.751960</td>\n",
              "      <td>0.004645</td>\n",
              "      <td>4.807973e-03</td>\n",
              "      <td>0.001674</td>\n",
              "      <td>488.5245</td>\n",
              "      <td>1.943421</td>\n",
              "      <td>15.2755</td>\n",
              "      <td>0.175698</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>435</th>\n",
              "      <td>TOGO</td>\n",
              "      <td>POLYGON ((0.50312 9.46885, 0.50333 9.46903, 0....</td>\n",
              "      <td>457</td>\n",
              "      <td>Togo</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>278.20</td>\n",
              "      <td>1755577.0</td>\n",
              "      <td>3695</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1000</td>\n",
              "      <td>...</td>\n",
              "      <td>223.560783</td>\n",
              "      <td>1.143125</td>\n",
              "      <td>0.799709</td>\n",
              "      <td>0.004906</td>\n",
              "      <td>5.205052e-03</td>\n",
              "      <td>0.001949</td>\n",
              "      <td>300.0313</td>\n",
              "      <td>0.549093</td>\n",
              "      <td>-21.8313</td>\n",
              "      <td>-0.078560</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>436</th>\n",
              "      <td>TUNISIA</td>\n",
              "      <td>POLYGON ((11.52664 33.16864, 11.52686 33.16841...</td>\n",
              "      <td>458</td>\n",
              "      <td>Tunisia</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>278.20</td>\n",
              "      <td>1755577.0</td>\n",
              "      <td>0</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1000</td>\n",
              "      <td>...</td>\n",
              "      <td>148.633575</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.001379</td>\n",
              "      <td>3.944844e-09</td>\n",
              "      <td>0.000418</td>\n",
              "      <td>311.2289</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-33.0289</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>437</th>\n",
              "      <td>UGANDA</td>\n",
              "      <td>POLYGON ((29.73532 -0.02312, 29.73560 -0.02303...</td>\n",
              "      <td>459</td>\n",
              "      <td>Uganda</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>336.76</td>\n",
              "      <td>11667831.0</td>\n",
              "      <td>21315</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1000</td>\n",
              "      <td>...</td>\n",
              "      <td>290.771956</td>\n",
              "      <td>2.289995</td>\n",
              "      <td>0.691614</td>\n",
              "      <td>0.002575</td>\n",
              "      <td>2.083740e-03</td>\n",
              "      <td>0.001055</td>\n",
              "      <td>318.8924</td>\n",
              "      <td>0.582363</td>\n",
              "      <td>17.8676</td>\n",
              "      <td>-0.051175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>438</th>\n",
              "      <td>ZAMBIA</td>\n",
              "      <td>POLYGON ((31.11078 -8.63228, 31.11568 -8.63242...</td>\n",
              "      <td>460</td>\n",
              "      <td>Zambia</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>160.05</td>\n",
              "      <td>5505639.0</td>\n",
              "      <td>7825</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1000</td>\n",
              "      <td>...</td>\n",
              "      <td>318.280831</td>\n",
              "      <td>1.052594</td>\n",
              "      <td>0.793285</td>\n",
              "      <td>0.001738</td>\n",
              "      <td>1.775978e-03</td>\n",
              "      <td>0.000849</td>\n",
              "      <td>153.7865</td>\n",
              "      <td>0.396760</td>\n",
              "      <td>6.2635</td>\n",
              "      <td>0.055603</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>439</th>\n",
              "      <td>ZIMBABWE</td>\n",
              "      <td>POLYGON ((29.84504 -15.61170, 29.84640 -15.611...</td>\n",
              "      <td>461</td>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>2017-01-01</td>\n",
              "      <td>108.55</td>\n",
              "      <td>467508.0</td>\n",
              "      <td>3410</td>\n",
              "      <td>69.7000</td>\n",
              "      <td>31.1000</td>\n",
              "      <td>...</td>\n",
              "      <td>31.693092</td>\n",
              "      <td>0.717093</td>\n",
              "      <td>0.341144</td>\n",
              "      <td>0.001570</td>\n",
              "      <td>1.611165e-03</td>\n",
              "      <td>0.000771</td>\n",
              "      <td>115.1894</td>\n",
              "      <td>0.249333</td>\n",
              "      <td>-6.6394</td>\n",
              "      <td>-0.018164</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>440 rows × 41 columns</p>\n",
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              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
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              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-4e058b14-c7e8-4760-b4f3-ff2fe4cf6053 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-4e058b14-c7e8-4760-b4f3-ff2fe4cf6053');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e542c971-25fd-4511-89f8-2e8242d65ec0')\"\n",
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              "\n",
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              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e542c971-25fd-4511-89f8-2e8242d65ec0 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 98
        }
      ],
      "source": [
        "counterfactual_data #let us see the head and tail"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WyI_SEyHRY-l"
      },
      "source": [
        "The above DataFrame shows the counterfactual scenarios of malaria cases without the use of any preventive measure. A random forest was used to predict such outcomes for each country.\n",
        "\n",
        "A positive value (difference between the actual metrics and predicted counterfactual metrics) indicates that the actual metrics are greater than the predicted. When the actual incidence rate is higher than the counterfactual scenario, it means that the preventive measures implemented in that specific country and year were not as effective in reducing the incidence of malaria as expected. In other words, the observed incidence rate in that region is higher than what would have been predicted if no preventive measures were in place.\n",
        "\n",
        "\n",
        "A negative value, however, indicates, that the preventive measures was effective in reducing the malaria incidence rate."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xJxwH4YI33Wi"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 99,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "P7pVj0aHU61I",
        "outputId": "983f0e5c-22a8-46ed-dde5-72b041fbdad9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-99-d3bb0c414175>:8: MatplotlibDeprecationWarning:\n",
            "\n",
            "The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1200 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "# Define the years\n",
        "years = sorted_merged_gdf['Year'].unique()\n",
        "\n",
        "# Create subplots\n",
        "fig, axes = plt.subplots(nrows=3, ncols=1, figsize=(10, 12))\n",
        "\n",
        "# Customize plot appearance\n",
        "plt.style.use('seaborn-darkgrid')  # Apply a predefined style\n",
        "\n",
        "# Plot Incidence of Malaria over time\n",
        "axes[0].plot(years, sorted_merged_gdf.groupby('Year')['Incidence of malaria (per 1,000 population at risk)'].mean(), label='Actual', marker='o', color='blue')\n",
        "axes[0].plot(years, counterfactual_data.groupby('Year')['Counterfactual Incidence of malaria (per 1,000 population at risk)'].mean(), label='Counterfactual', marker='s', color='orange')\n",
        "axes[0].set_title('Trends in Incidence of Malaria', fontsize=14)\n",
        "axes[0].set_xlabel('Year', fontsize=12)\n",
        "axes[0].set_ylabel('Incidence', fontsize=12)\n",
        "axes[0].grid(True)  # Add grid lines\n",
        "axes[0].legend()\n",
        "\n",
        "# Plot Mortality Rate over time\n",
        "axes[1].plot(years, sorted_merged_gdf.groupby('Year')['Mortality Rate'].mean(), label='Actual', marker='o', color='blue')\n",
        "axes[1].plot(years, counterfactual_data.groupby('Year')['Counterfactual Mortality Rate'].mean(), label='Counterfactual', marker='s', color='orange')\n",
        "axes[1].set_title('Trends in Mortality Rate', fontsize=14)\n",
        "axes[1].set_xlabel('Year', fontsize=12)\n",
        "axes[1].set_ylabel('Mortality Rate', fontsize=12)\n",
        "axes[1].grid(True)  # Add grid lines\n",
        "axes[1].legend()\n",
        "\n",
        "# Plot Difference Metrics over time\n",
        "axes[2].plot(years, counterfactual_data.groupby('Year')['Incidence of malaria (per 1,000 population at risk) Difference'].mean(), label='Incidence Difference', marker='o', color='green')\n",
        "axes[2].plot(years, counterfactual_data.groupby('Year')['Mortality Rate Difference'].mean(), label='Mortality Difference', marker='s', color='red')\n",
        "axes[2].set_title('Trends in Difference Metrics', fontsize=14)\n",
        "axes[2].set_xlabel('Year', fontsize=12)\n",
        "axes[2].set_ylabel('Difference', fontsize=12)\n",
        "axes[2].grid(True)  # Add grid lines\n",
        "axes[2].legend()\n",
        "\n",
        "# Adjust layout\n",
        "plt.tight_layout()\n",
        "\n",
        "# Show the plots\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 100,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763
        },
        "id": "i1JkBAT_ZT-r",
        "outputId": "003bd23f-bcac-466c-d938-bb69bc45018e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7cb4b8751b40>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_82e06e83f9d27b2c75d27291afc4d0a7 {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_82e06e83f9d27b2c75d27291afc4d0a7&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_82e06e83f9d27b2c75d27291afc4d0a7 = L.map(\n",
              "                &quot;map_82e06e83f9d27b2c75d27291afc4d0a7&quot;,\n",
              "                {\n",
              "                    center: [0.0, 0.0],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 2,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_969218a4dc9d06a2f284ef75cc836d5d = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var feature_group_06dff420a59fce66651f2b996d76cc14 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_c793adf34d96bdb37f500f70aa25c120 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_fdd31d8bdaa0ac3e945a57c491ed8a4e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_41f0d21fc78e7f14a9e815ce5b133035 = $(`&lt;div id=&quot;html_41f0d21fc78e7f14a9e815ce5b133035&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.01&lt;/div&gt;`)[0];\n",
              "                popup_fdd31d8bdaa0ac3e945a57c491ed8a4e.setContent(html_41f0d21fc78e7f14a9e815ce5b133035);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c793adf34d96bdb37f500f70aa25c120.bindPopup(popup_fdd31d8bdaa0ac3e945a57c491ed8a4e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_83fa928a46117b668d9b895aac0a6285 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8282ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8282ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_6e56cdba693b9b97af765a60e1c1a150 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_681cf78c076d8d39f876a96db0ea040e = $(`&lt;div id=&quot;html_681cf78c076d8d39f876a96db0ea040e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 49.17&lt;/div&gt;`)[0];\n",
              "                popup_6e56cdba693b9b97af765a60e1c1a150.setContent(html_681cf78c076d8d39f876a96db0ea040e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_83fa928a46117b668d9b895aac0a6285.bindPopup(popup_6e56cdba693b9b97af765a60e1c1a150)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a3157338f9c6da9bc0c9b1858190042d = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8e8eff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8e8eff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_4337e4e9be75ac75f90cc4001ded1f38 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a427b3a643be37072ff7f863170a43e = $(`&lt;div id=&quot;html_1a427b3a643be37072ff7f863170a43e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 44.18&lt;/div&gt;`)[0];\n",
              "                popup_4337e4e9be75ac75f90cc4001ded1f38.setContent(html_1a427b3a643be37072ff7f863170a43e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a3157338f9c6da9bc0c9b1858190042d.bindPopup(popup_4337e4e9be75ac75f90cc4001ded1f38)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3cf18c9bd4a9ee0f5fd859611521dc1f = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_9f689ec77769973d23514161b1be5090 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1838fa10f1ba7533c3f8463b8d0ca1de = $(`&lt;div id=&quot;html_1838fa10f1ba7533c3f8463b8d0ca1de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.11&lt;/div&gt;`)[0];\n",
              "                popup_9f689ec77769973d23514161b1be5090.setContent(html_1838fa10f1ba7533c3f8463b8d0ca1de);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3cf18c9bd4a9ee0f5fd859611521dc1f.bindPopup(popup_9f689ec77769973d23514161b1be5090)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8baebd4e5e6a962a87ea1dfc235b298b = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd8d8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd8d8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_eb359c81135e57c76f9e44c3f1b14018 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d482c24b81d0c99ca8cb0de67c0ef0ff = $(`&lt;div id=&quot;html_d482c24b81d0c99ca8cb0de67c0ef0ff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 15.28&lt;/div&gt;`)[0];\n",
              "                popup_eb359c81135e57c76f9e44c3f1b14018.setContent(html_d482c24b81d0c99ca8cb0de67c0ef0ff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8baebd4e5e6a962a87ea1dfc235b298b.bindPopup(popup_eb359c81135e57c76f9e44c3f1b14018)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1309a94bbe6a0b1f986b5e428479260d = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe6e6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe6e6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_098e2ba6366fd96a49fe44cea55dab3d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_41c8b72e823736b3eeaab94ae5a82fe7 = $(`&lt;div id=&quot;html_41c8b72e823736b3eeaab94ae5a82fe7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 10.02&lt;/div&gt;`)[0];\n",
              "                popup_098e2ba6366fd96a49fe44cea55dab3d.setContent(html_41c8b72e823736b3eeaab94ae5a82fe7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1309a94bbe6a0b1f986b5e428479260d.bindPopup(popup_098e2ba6366fd96a49fe44cea55dab3d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46bd99086cf7c9b49a2a3b82a00f25b4 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa8a8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa8a8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_03993f4be5d48ffbfec1606281e8ecdd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_27274234793f1cfb22251208741d86f6 = $(`&lt;div id=&quot;html_27274234793f1cfb22251208741d86f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 34.02&lt;/div&gt;`)[0];\n",
              "                popup_03993f4be5d48ffbfec1606281e8ecdd.setContent(html_27274234793f1cfb22251208741d86f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46bd99086cf7c9b49a2a3b82a00f25b4.bindPopup(popup_03993f4be5d48ffbfec1606281e8ecdd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8350a3093c1ef2fafc9e4afb61067cab = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe2e2ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe2e2ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_b6b8af4030631cad96f25609ea8d1fca = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7850f7c3a4ff30e9823373ef1f08303e = $(`&lt;div id=&quot;html_7850f7c3a4ff30e9823373ef1f08303e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 11.34&lt;/div&gt;`)[0];\n",
              "                popup_b6b8af4030631cad96f25609ea8d1fca.setContent(html_7850f7c3a4ff30e9823373ef1f08303e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8350a3093c1ef2fafc9e4afb61067cab.bindPopup(popup_b6b8af4030631cad96f25609ea8d1fca)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca047b0d5bc604aab59f4d63b1d603cc = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c6c6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c6c6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_2d9798b330fd714188e54d94a7ac91d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4972697e02515a3f1fe0487d79d2f2f9 = $(`&lt;div id=&quot;html_4972697e02515a3f1fe0487d79d2f2f9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -22.42&lt;/div&gt;`)[0];\n",
              "                popup_2d9798b330fd714188e54d94a7ac91d6.setContent(html_4972697e02515a3f1fe0487d79d2f2f9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca047b0d5bc604aab59f4d63b1d603cc.bindPopup(popup_2d9798b330fd714188e54d94a7ac91d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e16ed6f640f98d623018a70542406139 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9292ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9292ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_c21dbdb62fb622858dca4d9bd7a70eec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d0416b2ae4dba9ffd1f1f0f1859b702 = $(`&lt;div id=&quot;html_8d0416b2ae4dba9ffd1f1f0f1859b702&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -42.78&lt;/div&gt;`)[0];\n",
              "                popup_c21dbdb62fb622858dca4d9bd7a70eec.setContent(html_8d0416b2ae4dba9ffd1f1f0f1859b702);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e16ed6f640f98d623018a70542406139.bindPopup(popup_c21dbdb62fb622858dca4d9bd7a70eec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9392d116d95ae7e401a3c499a62252f8 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff7b7bff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff7b7bff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_46532a19ce89128671203c2a096da8f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_00d76d1c588c1f4302a0c41e77c1fa05 = $(`&lt;div id=&quot;html_00d76d1c588c1f4302a0c41e77c1fa05&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 51.89&lt;/div&gt;`)[0];\n",
              "                popup_46532a19ce89128671203c2a096da8f6.setContent(html_00d76d1c588c1f4302a0c41e77c1fa05);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9392d116d95ae7e401a3c499a62252f8.bindPopup(popup_46532a19ce89128671203c2a096da8f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_24b9d3287762905fbf1b83627ef6978c = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dfdfffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dfdfffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_b9e686859a49d69ceeed3677e9fd90f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e97d08469937fec1df61488f72502187 = $(`&lt;div id=&quot;html_e97d08469937fec1df61488f72502187&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.71&lt;/div&gt;`)[0];\n",
              "                popup_b9e686859a49d69ceeed3677e9fd90f1.setContent(html_e97d08469937fec1df61488f72502187);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_24b9d3287762905fbf1b83627ef6978c.bindPopup(popup_b9e686859a49d69ceeed3677e9fd90f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e50610d13c833fd8c9a7714a1693fc46 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d3d3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d3d3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_a773d78f70e324f1075f37fb1d548d13 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2338805eba399840ce7b01ee4f9aed34 = $(`&lt;div id=&quot;html_2338805eba399840ce7b01ee4f9aed34&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.22&lt;/div&gt;`)[0];\n",
              "                popup_a773d78f70e324f1075f37fb1d548d13.setContent(html_2338805eba399840ce7b01ee4f9aed34);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e50610d13c833fd8c9a7714a1693fc46.bindPopup(popup_a773d78f70e324f1075f37fb1d548d13)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7bbe25923bdbea927a77db7118356a84 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff4f4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff4f4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_7c3272def7709ab209c2feae01b97703 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d2b236a7df8da621cad862a5cee93fa3 = $(`&lt;div id=&quot;html_d2b236a7df8da621cad862a5cee93fa3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.43&lt;/div&gt;`)[0];\n",
              "                popup_7c3272def7709ab209c2feae01b97703.setContent(html_d2b236a7df8da621cad862a5cee93fa3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7bbe25923bdbea927a77db7118356a84.bindPopup(popup_7c3272def7709ab209c2feae01b97703)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b60b50209573e182a488aa66c0ede6c7 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dedeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dedeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_880ff2cee6c11c1927d915d608cfb1a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0afe76d51220f76bcece29b13e871870 = $(`&lt;div id=&quot;html_0afe76d51220f76bcece29b13e871870&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.28&lt;/div&gt;`)[0];\n",
              "                popup_880ff2cee6c11c1927d915d608cfb1a9.setContent(html_0afe76d51220f76bcece29b13e871870);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b60b50209573e182a488aa66c0ede6c7.bindPopup(popup_880ff2cee6c11c1927d915d608cfb1a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f014e914d232699058718325a455f65b = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0000ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0000ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_604de41431d55a126fa913f9abb2e528 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b47b2ca9b19bf9346f6976c800cb554b = $(`&lt;div id=&quot;html_b47b2ca9b19bf9346f6976c800cb554b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -336.46&lt;/div&gt;`)[0];\n",
              "                popup_604de41431d55a126fa913f9abb2e528.setContent(html_b47b2ca9b19bf9346f6976c800cb554b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f014e914d232699058718325a455f65b.bindPopup(popup_604de41431d55a126fa913f9abb2e528)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_38669ee894417cba62349b0891f70702 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e0e0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e0e0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_cc27c85cdf96a9e88171a38f09f94288 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4db2e464dd792f108e021ab1626bdfe2 = $(`&lt;div id=&quot;html_4db2e464dd792f108e021ab1626bdfe2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.25&lt;/div&gt;`)[0];\n",
              "                popup_cc27c85cdf96a9e88171a38f09f94288.setContent(html_4db2e464dd792f108e021ab1626bdfe2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_38669ee894417cba62349b0891f70702.bindPopup(popup_cc27c85cdf96a9e88171a38f09f94288)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_598814cff56888cac8a9167c970b6fa3 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0000ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0000ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_702f210e1f6de03ef27c2103e22d1319 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_16b5c34075969c174e0413911b39a37d = $(`&lt;div id=&quot;html_16b5c34075969c174e0413911b39a37d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -234.37&lt;/div&gt;`)[0];\n",
              "                popup_702f210e1f6de03ef27c2103e22d1319.setContent(html_16b5c34075969c174e0413911b39a37d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_598814cff56888cac8a9167c970b6fa3.bindPopup(popup_702f210e1f6de03ef27c2103e22d1319)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ff87cdb2604edbbe1539d1d5c1971ede = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe0e0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe0e0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_db061446d5e652b802b281b0bca41b50 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1db588bf17529b979a719b811aa52639 = $(`&lt;div id=&quot;html_1db588bf17529b979a719b811aa52639&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 12.36&lt;/div&gt;`)[0];\n",
              "                popup_db061446d5e652b802b281b0bca41b50.setContent(html_1db588bf17529b979a719b811aa52639);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ff87cdb2604edbbe1539d1d5c1971ede.bindPopup(popup_db061446d5e652b802b281b0bca41b50)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f08d645d550e1b339b4ed9b05aa43db4 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0d0dffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0d0dffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_26ea55c0e10fb5738bfec11f843c2b15 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_87b0aeda0c4c786b720e6493a654b86e = $(`&lt;div id=&quot;html_87b0aeda0c4c786b720e6493a654b86e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -94.55&lt;/div&gt;`)[0];\n",
              "                popup_26ea55c0e10fb5738bfec11f843c2b15.setContent(html_87b0aeda0c4c786b720e6493a654b86e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f08d645d550e1b339b4ed9b05aa43db4.bindPopup(popup_26ea55c0e10fb5738bfec11f843c2b15)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1e7fe3be83a6335bc1d646f184fb9df4 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#acacffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#acacffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_83e4fd9c767477c3ec392e6cf138f860 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d5356f1571809d96364a3be2bdd583a5 = $(`&lt;div id=&quot;html_d5356f1571809d96364a3be2bdd583a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -32.70&lt;/div&gt;`)[0];\n",
              "                popup_83e4fd9c767477c3ec392e6cf138f860.setContent(html_d5356f1571809d96364a3be2bdd583a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1e7fe3be83a6335bc1d646f184fb9df4.bindPopup(popup_83e4fd9c767477c3ec392e6cf138f860)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c8be6360bff3ab9bbbb3d9b9536ec068 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#8b8bffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#8b8bffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_ec3e0580145ca05aa9e098f1edd42df5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba2bef52eefda739ae6180906d5a5618 = $(`&lt;div id=&quot;html_ba2bef52eefda739ae6180906d5a5618&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -45.67&lt;/div&gt;`)[0];\n",
              "                popup_ec3e0580145ca05aa9e098f1edd42df5.setContent(html_ba2bef52eefda739ae6180906d5a5618);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c8be6360bff3ab9bbbb3d9b9536ec068.bindPopup(popup_ec3e0580145ca05aa9e098f1edd42df5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a878306cd4e10f9cfe7cf61cd268c9eb = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc7c7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc7c7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_a44f6c70a0d337f84bfd822a129303b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24e3f84cedef2b1fdfa32ed2a787d23c = $(`&lt;div id=&quot;html_24e3f84cedef2b1fdfa32ed2a787d23c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 22.08&lt;/div&gt;`)[0];\n",
              "                popup_a44f6c70a0d337f84bfd822a129303b2.setContent(html_24e3f84cedef2b1fdfa32ed2a787d23c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a878306cd4e10f9cfe7cf61cd268c9eb.bindPopup(popup_a44f6c70a0d337f84bfd822a129303b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_859e82500a299cbd82469186c20a1efc = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff8f8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff8f8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_b6134e334b601e785c1f9e0c5a29476a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e85492b0a58ef94477c688a2d3beebeb = $(`&lt;div id=&quot;html_e85492b0a58ef94477c688a2d3beebeb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.03&lt;/div&gt;`)[0];\n",
              "                popup_b6134e334b601e785c1f9e0c5a29476a.setContent(html_e85492b0a58ef94477c688a2d3beebeb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_859e82500a299cbd82469186c20a1efc.bindPopup(popup_b6134e334b601e785c1f9e0c5a29476a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c8fa289541bf92fa3773b32dae5d73f = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_c1758b36b0260da99f06b59c9f6b37a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1144f9c54a4bb94e4e0ac8254ad383cc = $(`&lt;div id=&quot;html_1144f9c54a4bb94e4e0ac8254ad383cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 115.84&lt;/div&gt;`)[0];\n",
              "                popup_c1758b36b0260da99f06b59c9f6b37a6.setContent(html_1144f9c54a4bb94e4e0ac8254ad383cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c8fa289541bf92fa3773b32dae5d73f.bindPopup(popup_c1758b36b0260da99f06b59c9f6b37a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0aa63532745913decff64406dbf49049 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_dd2c8a7cff84740d3458d9978c579691 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_78deefe3a849aa2c976e66c0466afc1e = $(`&lt;div id=&quot;html_78deefe3a849aa2c976e66c0466afc1e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 141.14&lt;/div&gt;`)[0];\n",
              "                popup_dd2c8a7cff84740d3458d9978c579691.setContent(html_78deefe3a849aa2c976e66c0466afc1e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0aa63532745913decff64406dbf49049.bindPopup(popup_dd2c8a7cff84740d3458d9978c579691)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ce05ad67a28f731979ac5a77f20c2b18 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e8e8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e8e8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_ed3b975b705ab7cd174d291b1fd31b6a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e60b3d2c37b372cde13d5badb84986f = $(`&lt;div id=&quot;html_4e60b3d2c37b372cde13d5badb84986f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.19&lt;/div&gt;`)[0];\n",
              "                popup_ed3b975b705ab7cd174d291b1fd31b6a.setContent(html_4e60b3d2c37b372cde13d5badb84986f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ce05ad67a28f731979ac5a77f20c2b18.bindPopup(popup_ed3b975b705ab7cd174d291b1fd31b6a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5daae5ad6a1954ce3c207c720b749b2f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e2e2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e2e2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_2d6867a3f9991ad366af3165c8862851 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9c2789c326cb2c60769379da5c9d24a4 = $(`&lt;div id=&quot;html_9c2789c326cb2c60769379da5c9d24a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -11.44&lt;/div&gt;`)[0];\n",
              "                popup_2d6867a3f9991ad366af3165c8862851.setContent(html_9c2789c326cb2c60769379da5c9d24a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5daae5ad6a1954ce3c207c720b749b2f.bindPopup(popup_2d6867a3f9991ad366af3165c8862851)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6f182963789bb99335d180b409cb951e = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe5e5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe5e5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_ceb7cc0fd929eb680e9d292c2796cf5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8016a481d41cfa1cb834c91694f427a = $(`&lt;div id=&quot;html_d8016a481d41cfa1cb834c91694f427a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 10.17&lt;/div&gt;`)[0];\n",
              "                popup_ceb7cc0fd929eb680e9d292c2796cf5f.setContent(html_d8016a481d41cfa1cb834c91694f427a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6f182963789bb99335d180b409cb951e.bindPopup(popup_ceb7cc0fd929eb680e9d292c2796cf5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f61c5158afceaed1b7f6a4830b7e9728 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc7c7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc7c7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_5a843bc6a1bfbbe1ff84d00892a70fe8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c2d2edcc5e83b153b37176a70ae5e053 = $(`&lt;div id=&quot;html_c2d2edcc5e83b153b37176a70ae5e053&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 21.92&lt;/div&gt;`)[0];\n",
              "                popup_5a843bc6a1bfbbe1ff84d00892a70fe8.setContent(html_c2d2edcc5e83b153b37176a70ae5e053);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f61c5158afceaed1b7f6a4830b7e9728.bindPopup(popup_5a843bc6a1bfbbe1ff84d00892a70fe8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_269de30cb5b308bf11ab5737c989a8e4 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b0b0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b0b0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_c659881828d203cc3c77832ceca112a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_374f10e653fbf81c127de3c572fd80bc = $(`&lt;div id=&quot;html_374f10e653fbf81c127de3c572fd80bc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -31.25&lt;/div&gt;`)[0];\n",
              "                popup_c659881828d203cc3c77832ceca112a5.setContent(html_374f10e653fbf81c127de3c572fd80bc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_269de30cb5b308bf11ab5737c989a8e4.bindPopup(popup_c659881828d203cc3c77832ceca112a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66cc6376ab8c2486a3360f0708148a56 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3e3effff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3e3effff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_650b5f220512671add20d39da217d1c9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43407e6181dddfc04d2ab256bf36d1ca = $(`&lt;div id=&quot;html_43407e6181dddfc04d2ab256bf36d1ca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -75.49&lt;/div&gt;`)[0];\n",
              "                popup_650b5f220512671add20d39da217d1c9.setContent(html_43407e6181dddfc04d2ab256bf36d1ca);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66cc6376ab8c2486a3360f0708148a56.bindPopup(popup_650b5f220512671add20d39da217d1c9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_02ad43be4b45615a4a13ded0c67a4704 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9e9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9e9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_7c4619d449dc677095de7d62d4bcf9a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_68af554a05966ff7e2bfa16932880dbb = $(`&lt;div id=&quot;html_68af554a05966ff7e2bfa16932880dbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -8.83&lt;/div&gt;`)[0];\n",
              "                popup_7c4619d449dc677095de7d62d4bcf9a5.setContent(html_68af554a05966ff7e2bfa16932880dbb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_02ad43be4b45615a4a13ded0c67a4704.bindPopup(popup_7c4619d449dc677095de7d62d4bcf9a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca34f8362194cedf7fe16c0d45b70dd8 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_39e23c22c626996067335f7f8ada257b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1b801e765b5782c27eedca2026e68661 = $(`&lt;div id=&quot;html_1b801e765b5782c27eedca2026e68661&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 266.32&lt;/div&gt;`)[0];\n",
              "                popup_39e23c22c626996067335f7f8ada257b.setContent(html_1b801e765b5782c27eedca2026e68661);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca34f8362194cedf7fe16c0d45b70dd8.bindPopup(popup_39e23c22c626996067335f7f8ada257b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d22c7232a969aaaa66e9f26b795b8f1b = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#1717ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#1717ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_b7caca059b689d1ee3ef894015d8b3f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f15a0986cb5c20322753da4557026cfd = $(`&lt;div id=&quot;html_f15a0986cb5c20322753da4557026cfd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -90.80&lt;/div&gt;`)[0];\n",
              "                popup_b7caca059b689d1ee3ef894015d8b3f0.setContent(html_f15a0986cb5c20322753da4557026cfd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d22c7232a969aaaa66e9f26b795b8f1b.bindPopup(popup_b7caca059b689d1ee3ef894015d8b3f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66e14e0ee4b9fe8aea56b16641430b15 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8a8aff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8a8aff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_09081b1622b11205610afe305197cab1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35dbcb98bae6b76b1db434307fc63ec2 = $(`&lt;div id=&quot;html_35dbcb98bae6b76b1db434307fc63ec2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 45.84&lt;/div&gt;`)[0];\n",
              "                popup_09081b1622b11205610afe305197cab1.setContent(html_35dbcb98bae6b76b1db434307fc63ec2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66e14e0ee4b9fe8aea56b16641430b15.bindPopup(popup_09081b1622b11205610afe305197cab1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_82957697ebc3b7a14c3dbfded04c3e41 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_a0a67731d90d189d879025f6ff0e60cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24ced20c9795365ac87cf670a68d60c5 = $(`&lt;div id=&quot;html_24ced20c9795365ac87cf670a68d60c5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 114.67&lt;/div&gt;`)[0];\n",
              "                popup_a0a67731d90d189d879025f6ff0e60cd.setContent(html_24ced20c9795365ac87cf670a68d60c5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_82957697ebc3b7a14c3dbfded04c3e41.bindPopup(popup_a0a67731d90d189d879025f6ff0e60cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c447656acc6ca42a830ad89344b16562 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_11947df151cc9ad656e8ef5fd97025a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3cab0693259ad5dae76ff6374ad5dc4e = $(`&lt;div id=&quot;html_3cab0693259ad5dae76ff6374ad5dc4e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.08&lt;/div&gt;`)[0];\n",
              "                popup_11947df151cc9ad656e8ef5fd97025a5.setContent(html_3cab0693259ad5dae76ff6374ad5dc4e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c447656acc6ca42a830ad89344b16562.bindPopup(popup_11947df151cc9ad656e8ef5fd97025a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ffad08de98ada0fa45041be994f917cb = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c0c0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c0c0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_b71e7fd229b6901d882485155922a98b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5d8e829f8413203c0fb8c4b0a7e64cdd = $(`&lt;div id=&quot;html_5d8e829f8413203c0fb8c4b0a7e64cdd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: -24.77&lt;/div&gt;`)[0];\n",
              "                popup_b71e7fd229b6901d882485155922a98b.setContent(html_5d8e829f8413203c0fb8c4b0a7e64cdd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ffad08de98ada0fa45041be994f917cb.bindPopup(popup_b71e7fd229b6901d882485155922a98b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37ac5a412193f153c7c2e486f0b13230 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_06dff420a59fce66651f2b996d76cc14);\n",
              "        \n",
              "    \n",
              "        var popup_26472124d43dfb74d79b4e22cbbd1594 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d3dd530cbd7548d08f48c327813224a = $(`&lt;div id=&quot;html_9d3dd530cbd7548d08f48c327813224a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2007-01-01 00:00:00&lt;br&gt;Incidence Difference: 114.53&lt;/div&gt;`)[0];\n",
              "                popup_26472124d43dfb74d79b4e22cbbd1594.setContent(html_9d3dd530cbd7548d08f48c327813224a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37ac5a412193f153c7c2e486f0b13230.bindPopup(popup_26472124d43dfb74d79b4e22cbbd1594)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_7450665db0773a47c20bcfd886f27c46 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_d8f5609e955db2496ef19eeb7d8a1406 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_d214b6a1e36054402d08fc63c0dac48a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_494ea0982eed61552d98300569d09c06 = $(`&lt;div id=&quot;html_494ea0982eed61552d98300569d09c06&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.01&lt;/div&gt;`)[0];\n",
              "                popup_d214b6a1e36054402d08fc63c0dac48a.setContent(html_494ea0982eed61552d98300569d09c06);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d8f5609e955db2496ef19eeb7d8a1406.bindPopup(popup_d214b6a1e36054402d08fc63c0dac48a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74602f244a9793622241c0a61711f3ed = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffddddff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffddddff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_fb60efeb836aa74aba28aa0ffc222152 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_45c0164f2282d5e0a8fbb7b9ba2e46a1 = $(`&lt;div id=&quot;html_45c0164f2282d5e0a8fbb7b9ba2e46a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.62&lt;/div&gt;`)[0];\n",
              "                popup_fb60efeb836aa74aba28aa0ffc222152.setContent(html_45c0164f2282d5e0a8fbb7b9ba2e46a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74602f244a9793622241c0a61711f3ed.bindPopup(popup_fb60efeb836aa74aba28aa0ffc222152)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cc9ae20c5ed64947615587bebde5b6d5 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcdcdff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcdcdff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_d43afb1c22567ac4fe58bb4897b4d509 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9d67164f765173d54bff7b6164ab69a5 = $(`&lt;div id=&quot;html_9d67164f765173d54bff7b6164ab69a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 19.56&lt;/div&gt;`)[0];\n",
              "                popup_d43afb1c22567ac4fe58bb4897b4d509.setContent(html_9d67164f765173d54bff7b6164ab69a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cc9ae20c5ed64947615587bebde5b6d5.bindPopup(popup_d43afb1c22567ac4fe58bb4897b4d509)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e2694c04fa05aa325a6678477e8eb3f2 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fdfdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fdfdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_7f34a596928c67700ab64c8c9d1177b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dc5118e332cf2ce504284082ecc77cce = $(`&lt;div id=&quot;html_dc5118e332cf2ce504284082ecc77cce&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.07&lt;/div&gt;`)[0];\n",
              "                popup_7f34a596928c67700ab64c8c9d1177b2.setContent(html_dc5118e332cf2ce504284082ecc77cce);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e2694c04fa05aa325a6678477e8eb3f2.bindPopup(popup_7f34a596928c67700ab64c8c9d1177b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_88f526a79591e237c341e0e25caa2a59 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa7a7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa7a7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_c0f6f2a9b9c6660182ae16b73f0ee201 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2f1b93f2e3db698d45ae70b404f7fc61 = $(`&lt;div id=&quot;html_2f1b93f2e3db698d45ae70b404f7fc61&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 34.53&lt;/div&gt;`)[0];\n",
              "                popup_c0f6f2a9b9c6660182ae16b73f0ee201.setContent(html_2f1b93f2e3db698d45ae70b404f7fc61);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_88f526a79591e237c341e0e25caa2a59.bindPopup(popup_c0f6f2a9b9c6660182ae16b73f0ee201)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_90a7c630f5d2a4e56052d65b8ca08830 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffededff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffededff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_0759d9b92696e279a73faf19df43c636 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0538f7372da3f6c494286f4fb497c83f = $(`&lt;div id=&quot;html_0538f7372da3f6c494286f4fb497c83f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 7.38&lt;/div&gt;`)[0];\n",
              "                popup_0759d9b92696e279a73faf19df43c636.setContent(html_0538f7372da3f6c494286f4fb497c83f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_90a7c630f5d2a4e56052d65b8ca08830.bindPopup(popup_0759d9b92696e279a73faf19df43c636)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2be9fffb23ffb4e8b2425aa25fdb1c45 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9696ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9696ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_8821e85c6e9692c91d54c2cb2c9c2ca9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f81971e526d5e74699c919f815ce65b8 = $(`&lt;div id=&quot;html_f81971e526d5e74699c919f815ce65b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 41.03&lt;/div&gt;`)[0];\n",
              "                popup_8821e85c6e9692c91d54c2cb2c9c2ca9.setContent(html_f81971e526d5e74699c919f815ce65b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2be9fffb23ffb4e8b2425aa25fdb1c45.bindPopup(popup_8821e85c6e9692c91d54c2cb2c9c2ca9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1f326c406fae59f3fc9aa6ae6a0a7e88 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe2e2ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe2e2ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_e30b587c00c7a59e5d0ae1a783aa9f5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e15e5b87af5767f77bfd7d44de648003 = $(`&lt;div id=&quot;html_e15e5b87af5767f77bfd7d44de648003&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 11.66&lt;/div&gt;`)[0];\n",
              "                popup_e30b587c00c7a59e5d0ae1a783aa9f5f.setContent(html_e15e5b87af5767f77bfd7d44de648003);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1f326c406fae59f3fc9aa6ae6a0a7e88.bindPopup(popup_e30b587c00c7a59e5d0ae1a783aa9f5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cf8100c5683d12380aa30fa895864691 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d3d3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d3d3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_f86365c00e78f27df8aa77c7e38cf25a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_93f591ec986609f30ceb0ee98580a008 = $(`&lt;div id=&quot;html_93f591ec986609f30ceb0ee98580a008&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.47&lt;/div&gt;`)[0];\n",
              "                popup_f86365c00e78f27df8aa77c7e38cf25a.setContent(html_93f591ec986609f30ceb0ee98580a008);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cf8100c5683d12380aa30fa895864691.bindPopup(popup_f86365c00e78f27df8aa77c7e38cf25a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e892c05b3a07da4b47bb5aae10c2efa1 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ceceffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ceceffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_804fb75fa1bbb364a440925eb2096cf5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ae812ff259d9189adeacd6e922c3bdd = $(`&lt;div id=&quot;html_8ae812ff259d9189adeacd6e922c3bdd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -19.48&lt;/div&gt;`)[0];\n",
              "                popup_804fb75fa1bbb364a440925eb2096cf5.setContent(html_8ae812ff259d9189adeacd6e922c3bdd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e892c05b3a07da4b47bb5aae10c2efa1.bindPopup(popup_804fb75fa1bbb364a440925eb2096cf5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b98a7c6afaad34a7cd617959440e33f5 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc8c8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc8c8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_a768c025299597cc5731ab32c36a8c75 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_21e4675b0cfbbf6d9380826fba0cfb84 = $(`&lt;div id=&quot;html_21e4675b0cfbbf6d9380826fba0cfb84&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 21.64&lt;/div&gt;`)[0];\n",
              "                popup_a768c025299597cc5731ab32c36a8c75.setContent(html_21e4675b0cfbbf6d9380826fba0cfb84);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b98a7c6afaad34a7cd617959440e33f5.bindPopup(popup_a768c025299597cc5731ab32c36a8c75)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6c3d7d284b446197f95c920159019b25 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d3d3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d3d3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_45ca724ccffdf78cc89fe8222e4213c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_85b96e91da044c8f3b44ef52ec290a79 = $(`&lt;div id=&quot;html_85b96e91da044c8f3b44ef52ec290a79&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.30&lt;/div&gt;`)[0];\n",
              "                popup_45ca724ccffdf78cc89fe8222e4213c3.setContent(html_85b96e91da044c8f3b44ef52ec290a79);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6c3d7d284b446197f95c920159019b25.bindPopup(popup_45ca724ccffdf78cc89fe8222e4213c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_95f4dc75d30ba28f18a38a68c170e2c5 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dfdfffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dfdfffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_9b0be1dc48f526ede7798f941c17bb01 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e51e5cd787550f1d1d36c6d527c623f = $(`&lt;div id=&quot;html_4e51e5cd787550f1d1d36c6d527c623f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.63&lt;/div&gt;`)[0];\n",
              "                popup_9b0be1dc48f526ede7798f941c17bb01.setContent(html_4e51e5cd787550f1d1d36c6d527c623f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_95f4dc75d30ba28f18a38a68c170e2c5.bindPopup(popup_9b0be1dc48f526ede7798f941c17bb01)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b94773abc4ac852f515aefc5ee17b0da = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_738692d04020accc97c12a5a8c3ae279 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_57086eddcac71d87a3db65f67aa898c2 = $(`&lt;div id=&quot;html_57086eddcac71d87a3db65f67aa898c2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.40&lt;/div&gt;`)[0];\n",
              "                popup_738692d04020accc97c12a5a8c3ae279.setContent(html_57086eddcac71d87a3db65f67aa898c2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b94773abc4ac852f515aefc5ee17b0da.bindPopup(popup_738692d04020accc97c12a5a8c3ae279)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f6f21a827a94df96ad640bbeb0d948c4 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_c359d2e029f3403aec6541d0081faab4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96ad977c58db185cf3839e2cbc811ddb = $(`&lt;div id=&quot;html_96ad977c58db185cf3839e2cbc811ddb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.23&lt;/div&gt;`)[0];\n",
              "                popup_c359d2e029f3403aec6541d0081faab4.setContent(html_96ad977c58db185cf3839e2cbc811ddb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f6f21a827a94df96ad640bbeb0d948c4.bindPopup(popup_c359d2e029f3403aec6541d0081faab4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a8fc2b29611bc5911a837c72a24ed5b = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0000ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0000ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_1d3c60ef765937cfc0dc173e6b1f32f4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74ef6c709f84900f8c48dc1f89594361 = $(`&lt;div id=&quot;html_74ef6c709f84900f8c48dc1f89594361&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -297.18&lt;/div&gt;`)[0];\n",
              "                popup_1d3c60ef765937cfc0dc173e6b1f32f4.setContent(html_74ef6c709f84900f8c48dc1f89594361);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a8fc2b29611bc5911a837c72a24ed5b.bindPopup(popup_1d3c60ef765937cfc0dc173e6b1f32f4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2d41e6b8c0701d463e943f6ca4acb996 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5050ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5050ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_2022f9cdde588b26d0aa336a49731162 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7421fbabc7c8c524a88a91b220292eae = $(`&lt;div id=&quot;html_7421fbabc7c8c524a88a91b220292eae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -68.67&lt;/div&gt;`)[0];\n",
              "                popup_2022f9cdde588b26d0aa336a49731162.setContent(html_7421fbabc7c8c524a88a91b220292eae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2d41e6b8c0701d463e943f6ca4acb996.bindPopup(popup_2022f9cdde588b26d0aa336a49731162)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26e2f95b2dcd559660a36d21bf3db1cb = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff8f8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff8f8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_d418455c087d9df2876add841464892d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9bcefeee5de4579218de15887c7bf3f8 = $(`&lt;div id=&quot;html_9bcefeee5de4579218de15887c7bf3f8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.08&lt;/div&gt;`)[0];\n",
              "                popup_d418455c087d9df2876add841464892d.setContent(html_9bcefeee5de4579218de15887c7bf3f8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26e2f95b2dcd559660a36d21bf3db1cb.bindPopup(popup_d418455c087d9df2876add841464892d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_affd6c8192494e9a40ca6c32bf4b43a3 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd0d0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd0d0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_49b0d7f0b03873002bafb1fedf7dfd17 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7c4be83c83c2e1c197744b0d1d8e437 = $(`&lt;div id=&quot;html_a7c4be83c83c2e1c197744b0d1d8e437&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 18.55&lt;/div&gt;`)[0];\n",
              "                popup_49b0d7f0b03873002bafb1fedf7dfd17.setContent(html_a7c4be83c83c2e1c197744b0d1d8e437);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_affd6c8192494e9a40ca6c32bf4b43a3.bindPopup(popup_49b0d7f0b03873002bafb1fedf7dfd17)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_933e0a71913264d8ee720f702111966d = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ddddffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ddddffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_05000f093de1461261ec6f0cfcb68cd0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_047ce1119822aadec4a3da58e996c5a5 = $(`&lt;div id=&quot;html_047ce1119822aadec4a3da58e996c5a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.42&lt;/div&gt;`)[0];\n",
              "                popup_05000f093de1461261ec6f0cfcb68cd0.setContent(html_047ce1119822aadec4a3da58e996c5a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_933e0a71913264d8ee720f702111966d.bindPopup(popup_05000f093de1461261ec6f0cfcb68cd0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_353026deb0c3ded81cd48e8c29fd0252 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e0e0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e0e0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_94ee88764e0ea27c10a8a26541fe6038 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_83621b736cc2a1f204acc23bf771b4ab = $(`&lt;div id=&quot;html_83621b736cc2a1f204acc23bf771b4ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.44&lt;/div&gt;`)[0];\n",
              "                popup_94ee88764e0ea27c10a8a26541fe6038.setContent(html_83621b736cc2a1f204acc23bf771b4ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_353026deb0c3ded81cd48e8c29fd0252.bindPopup(popup_94ee88764e0ea27c10a8a26541fe6038)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_eaa8dcec6e9e1b55f478727e4a5fac1e = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_b042f90c51d428e92497918adc92cccc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff29d43ffd80378dbf67c024906c8d10 = $(`&lt;div id=&quot;html_ff29d43ffd80378dbf67c024906c8d10&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.51&lt;/div&gt;`)[0];\n",
              "                popup_b042f90c51d428e92497918adc92cccc.setContent(html_ff29d43ffd80378dbf67c024906c8d10);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_eaa8dcec6e9e1b55f478727e4a5fac1e.bindPopup(popup_b042f90c51d428e92497918adc92cccc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_be40eede5868573e40ead75b6253edae = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff8f8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff8f8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_3444e7f5b23ebf15b3d240d250da5a7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f6c1eab15bf3a15e8fb4e0c324265cd1 = $(`&lt;div id=&quot;html_f6c1eab15bf3a15e8fb4e0c324265cd1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.78&lt;/div&gt;`)[0];\n",
              "                popup_3444e7f5b23ebf15b3d240d250da5a7d.setContent(html_f6c1eab15bf3a15e8fb4e0c324265cd1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_be40eede5868573e40ead75b6253edae.bindPopup(popup_3444e7f5b23ebf15b3d240d250da5a7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d35cd0874ae415cd406feb2935728a4a = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffdfdff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffdfdff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_0e251ae689a9ea9e2791cd20b7d1844e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_719151d901f9508b88b195f0d16d742f = $(`&lt;div id=&quot;html_719151d901f9508b88b195f0d16d742f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 1.01&lt;/div&gt;`)[0];\n",
              "                popup_0e251ae689a9ea9e2791cd20b7d1844e.setContent(html_719151d901f9508b88b195f0d16d742f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d35cd0874ae415cd406feb2935728a4a.bindPopup(popup_0e251ae689a9ea9e2791cd20b7d1844e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e552094ed26c35c07bac59a88a17192 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0808ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0808ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_1cb7769f1bbc841b00755584a5295f9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d14f31321ee1d037b5482f54ff4d0432 = $(`&lt;div id=&quot;html_d14f31321ee1d037b5482f54ff4d0432&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 96.54&lt;/div&gt;`)[0];\n",
              "                popup_1cb7769f1bbc841b00755584a5295f9c.setContent(html_d14f31321ee1d037b5482f54ff4d0432);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e552094ed26c35c07bac59a88a17192.bindPopup(popup_1cb7769f1bbc841b00755584a5295f9c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cbbd374a54510056ef054fea757f1df4 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6a6aff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6a6aff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_d1213de71d946030350ef4e337b1b83e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a4d20bff6e6536c56dcea2511a01111c = $(`&lt;div id=&quot;html_a4d20bff6e6536c56dcea2511a01111c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 58.52&lt;/div&gt;`)[0];\n",
              "                popup_d1213de71d946030350ef4e337b1b83e.setContent(html_a4d20bff6e6536c56dcea2511a01111c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cbbd374a54510056ef054fea757f1df4.bindPopup(popup_d1213de71d946030350ef4e337b1b83e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6466e0e8d577832a210ddd1d2ddcfc22 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9e9effff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9e9effff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_a196bb411e5791a12a8c07f4e66841e4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b70da057f8ddb51465c6a6eaefd89a66 = $(`&lt;div id=&quot;html_b70da057f8ddb51465c6a6eaefd89a66&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -38.20&lt;/div&gt;`)[0];\n",
              "                popup_a196bb411e5791a12a8c07f4e66841e4.setContent(html_b70da057f8ddb51465c6a6eaefd89a66);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6466e0e8d577832a210ddd1d2ddcfc22.bindPopup(popup_a196bb411e5791a12a8c07f4e66841e4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a68e1d1a38a05c7c8c87ce31a2f99f71 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff3f3ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff3f3ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_f097e54e40e0667c65fe0173ac9313a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cd2e480bdaf86e1ae7e50ae780826e6b = $(`&lt;div id=&quot;html_cd2e480bdaf86e1ae7e50ae780826e6b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.77&lt;/div&gt;`)[0];\n",
              "                popup_f097e54e40e0667c65fe0173ac9313a5.setContent(html_cd2e480bdaf86e1ae7e50ae780826e6b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a68e1d1a38a05c7c8c87ce31a2f99f71.bindPopup(popup_f097e54e40e0667c65fe0173ac9313a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a55885f71bd3884b7c1ae674c4888cb5 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff5f5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff5f5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_8d85f930671ff81eb789d07dbc687cd1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3328f0ad22abfb0f0cd3ec4096d8060 = $(`&lt;div id=&quot;html_d3328f0ad22abfb0f0cd3ec4096d8060&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.96&lt;/div&gt;`)[0];\n",
              "                popup_8d85f930671ff81eb789d07dbc687cd1.setContent(html_d3328f0ad22abfb0f0cd3ec4096d8060);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a55885f71bd3884b7c1ae674c4888cb5.bindPopup(popup_8d85f930671ff81eb789d07dbc687cd1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_762a954af3074a6676b280af48fc5c26 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff9f9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff9f9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_49b14cace74e2791d445ad60bc90782e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_96731c0c6c58e071fc27603384be26b1 = $(`&lt;div id=&quot;html_96731c0c6c58e071fc27603384be26b1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.53&lt;/div&gt;`)[0];\n",
              "                popup_49b14cace74e2791d445ad60bc90782e.setContent(html_96731c0c6c58e071fc27603384be26b1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_762a954af3074a6676b280af48fc5c26.bindPopup(popup_49b14cace74e2791d445ad60bc90782e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_11bf678a28f22429ab10274c88b65065 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d2d2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d2d2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_88bd836afaf33a55a7730a008a020e64 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a136db1af6d5be612fe0e47b1ff15b4d = $(`&lt;div id=&quot;html_a136db1af6d5be612fe0e47b1ff15b4d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.84&lt;/div&gt;`)[0];\n",
              "                popup_88bd836afaf33a55a7730a008a020e64.setContent(html_a136db1af6d5be612fe0e47b1ff15b4d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_11bf678a28f22429ab10274c88b65065.bindPopup(popup_88bd836afaf33a55a7730a008a020e64)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1337a1ea437f9ca239ca7fb21ef7730e = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cfcfffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cfcfffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_e67b0cd2bca087a1a485dbad356c696e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_92da880aa0db86530c26758567c17f31 = $(`&lt;div id=&quot;html_92da880aa0db86530c26758567c17f31&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -18.91&lt;/div&gt;`)[0];\n",
              "                popup_e67b0cd2bca087a1a485dbad356c696e.setContent(html_92da880aa0db86530c26758567c17f31);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1337a1ea437f9ca239ca7fb21ef7730e.bindPopup(popup_e67b0cd2bca087a1a485dbad356c696e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_30170030fa1b47e827f846a0221199fb = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c5c5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c5c5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_f0b68fa79f33bf9a8965a974f889da36 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e543e7a92d9c6fd1b6fb1c175eb9261 = $(`&lt;div id=&quot;html_4e543e7a92d9c6fd1b6fb1c175eb9261&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -22.68&lt;/div&gt;`)[0];\n",
              "                popup_f0b68fa79f33bf9a8965a974f889da36.setContent(html_4e543e7a92d9c6fd1b6fb1c175eb9261);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_30170030fa1b47e827f846a0221199fb.bindPopup(popup_f0b68fa79f33bf9a8965a974f889da36)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a8ba0cca2cd49eeafae00fa90f993d1 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_e7434856ac45e5eaab8a3801a01fa0a2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a0bb6ec8547efe9a8b2aa59344eee2f = $(`&lt;div id=&quot;html_6a0bb6ec8547efe9a8b2aa59344eee2f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 251.99&lt;/div&gt;`)[0];\n",
              "                popup_e7434856ac45e5eaab8a3801a01fa0a2.setContent(html_6a0bb6ec8547efe9a8b2aa59344eee2f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a8ba0cca2cd49eeafae00fa90f993d1.bindPopup(popup_e7434856ac45e5eaab8a3801a01fa0a2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f96af11e5ecc61bcd843586fa7b60478 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7272ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7272ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_81797c3d786222bdde554c04fdd52f82 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_48c28b916b5d6e188128073e35961804 = $(`&lt;div id=&quot;html_48c28b916b5d6e188128073e35961804&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -55.42&lt;/div&gt;`)[0];\n",
              "                popup_81797c3d786222bdde554c04fdd52f82.setContent(html_48c28b916b5d6e188128073e35961804);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f96af11e5ecc61bcd843586fa7b60478.bindPopup(popup_81797c3d786222bdde554c04fdd52f82)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1154d0ffb418e839dd412eb8ad077f18 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_8359f9795e2ea0c5a6df472dffd71f6d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f1764a9291c6c4d532c764966418f1a4 = $(`&lt;div id=&quot;html_f1764a9291c6c4d532c764966418f1a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.94&lt;/div&gt;`)[0];\n",
              "                popup_8359f9795e2ea0c5a6df472dffd71f6d.setContent(html_f1764a9291c6c4d532c764966418f1a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1154d0ffb418e839dd412eb8ad077f18.bindPopup(popup_8359f9795e2ea0c5a6df472dffd71f6d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5cc7a8a05bfd1ac742f1a5eec399ed89 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0909ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0909ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_acbb39a8dea5b762f21d6a07b35cfea9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2b44d5c6af6afc48e76f11f76421f1f0 = $(`&lt;div id=&quot;html_2b44d5c6af6afc48e76f11f76421f1f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 96.48&lt;/div&gt;`)[0];\n",
              "                popup_acbb39a8dea5b762f21d6a07b35cfea9.setContent(html_2b44d5c6af6afc48e76f11f76421f1f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5cc7a8a05bfd1ac742f1a5eec399ed89.bindPopup(popup_acbb39a8dea5b762f21d6a07b35cfea9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f353e575024a12641e774d0482939287 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd8d8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd8d8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_e7af61892f6ee0da87aa27e3d97f9162 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fe2041b82ce04dbf997a5825822b9f7f = $(`&lt;div id=&quot;html_fe2041b82ce04dbf997a5825822b9f7f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 15.48&lt;/div&gt;`)[0];\n",
              "                popup_e7af61892f6ee0da87aa27e3d97f9162.setContent(html_fe2041b82ce04dbf997a5825822b9f7f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f353e575024a12641e774d0482939287.bindPopup(popup_e7af61892f6ee0da87aa27e3d97f9162)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8a86fc2a07ef65f2cbf41c55f34bcce6 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6c6cffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6c6cffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_36fd095b31d2485758ced93c591ecaa7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ec3e5d4722dfb4ba828aeb15ecbc8a63 = $(`&lt;div id=&quot;html_ec3e5d4722dfb4ba828aeb15ecbc8a63&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: -57.54&lt;/div&gt;`)[0];\n",
              "                popup_36fd095b31d2485758ced93c591ecaa7.setContent(html_ec3e5d4722dfb4ba828aeb15ecbc8a63);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8a86fc2a07ef65f2cbf41c55f34bcce6.bindPopup(popup_36fd095b31d2485758ced93c591ecaa7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ea8951daa272e8632b2bf9f1b3b9f8c8 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff6f6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff6f6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7450665db0773a47c20bcfd886f27c46);\n",
              "        \n",
              "    \n",
              "        var popup_741dee5e6b303b315c7c5a625a5e9741 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f34b868607b15755755b3451a772ba43 = $(`&lt;div id=&quot;html_f34b868607b15755755b3451a772ba43&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2008-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.66&lt;/div&gt;`)[0];\n",
              "                popup_741dee5e6b303b315c7c5a625a5e9741.setContent(html_f34b868607b15755755b3451a772ba43);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ea8951daa272e8632b2bf9f1b3b9f8c8.bindPopup(popup_741dee5e6b303b315c7c5a625a5e9741)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_486ee14ae15bcc6889bc3ed5c680726f = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_14d838ebbf240b51b95acaa31a8b6f7f = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_67483f14b27cf1f5976fc0f282ec13b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9e79b08cbc47c535adbf22a164c395cf = $(`&lt;div id=&quot;html_9e79b08cbc47c535adbf22a164c395cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.06&lt;/div&gt;`)[0];\n",
              "                popup_67483f14b27cf1f5976fc0f282ec13b6.setContent(html_9e79b08cbc47c535adbf22a164c395cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_14d838ebbf240b51b95acaa31a8b6f7f.bindPopup(popup_67483f14b27cf1f5976fc0f282ec13b6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_61df21b19522948e54f8c04a91603c69 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffeaeaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffeaeaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_5efc55a72c41270d3bbb1e8584a995b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a2880af9013efd3d49c7c9f1678cf89a = $(`&lt;div id=&quot;html_a2880af9013efd3d49c7c9f1678cf89a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.22&lt;/div&gt;`)[0];\n",
              "                popup_5efc55a72c41270d3bbb1e8584a995b4.setContent(html_a2880af9013efd3d49c7c9f1678cf89a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_61df21b19522948e54f8c04a91603c69.bindPopup(popup_5efc55a72c41270d3bbb1e8584a995b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_27e13ac9f2709bb3c79174376382d3ea = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff5f5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff5f5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_453d8e37c274ef27de05a458bcaa609e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8e1819bfacfaef3c6f68d41e2dc98cbc = $(`&lt;div id=&quot;html_8e1819bfacfaef3c6f68d41e2dc98cbc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.27&lt;/div&gt;`)[0];\n",
              "                popup_453d8e37c274ef27de05a458bcaa609e.setContent(html_8e1819bfacfaef3c6f68d41e2dc98cbc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_27e13ac9f2709bb3c79174376382d3ea.bindPopup(popup_453d8e37c274ef27de05a458bcaa609e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_382e77a5fcdddc9f340343856fc99c4a = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_4495fb7e4ad1850e4b0ac75c8d1c8ff8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9c71f2fdc6cc683e943193c0e4f243f = $(`&lt;div id=&quot;html_d9c71f2fdc6cc683e943193c0e4f243f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.36&lt;/div&gt;`)[0];\n",
              "                popup_4495fb7e4ad1850e4b0ac75c8d1c8ff8.setContent(html_d9c71f2fdc6cc683e943193c0e4f243f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_382e77a5fcdddc9f340343856fc99c4a.bindPopup(popup_4495fb7e4ad1850e4b0ac75c8d1c8ff8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b324ef2770289d971ba33c0b4ad35d6 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc9c9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc9c9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_317ee40a95e5735c2e318bdacb39756b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c5830a2938fd0f300d5e15107d29d2d = $(`&lt;div id=&quot;html_3c5830a2938fd0f300d5e15107d29d2d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 21.28&lt;/div&gt;`)[0];\n",
              "                popup_317ee40a95e5735c2e318bdacb39756b.setContent(html_3c5830a2938fd0f300d5e15107d29d2d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b324ef2770289d971ba33c0b4ad35d6.bindPopup(popup_317ee40a95e5735c2e318bdacb39756b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b03e2bbcceb46b1a3ce1ea02e397da0 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffcfcff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffcfcff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_0398b3e5468d8a240b5fa69cdc52d3aa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ede5d9a176a5b5b6f71b3cf4282bcd76 = $(`&lt;div id=&quot;html_ede5d9a176a5b5b6f71b3cf4282bcd76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 1.45&lt;/div&gt;`)[0];\n",
              "                popup_0398b3e5468d8a240b5fa69cdc52d3aa.setContent(html_ede5d9a176a5b5b6f71b3cf4282bcd76);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b03e2bbcceb46b1a3ce1ea02e397da0.bindPopup(popup_0398b3e5468d8a240b5fa69cdc52d3aa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aa5126e859d7a3c6bd4324bc2a9c2ef2 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe8e8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe8e8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_86a03d463e84b91efa21a107745868f7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9ee5f7e93775c1c50f04d4e698cf05b = $(`&lt;div id=&quot;html_d9ee5f7e93775c1c50f04d4e698cf05b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.06&lt;/div&gt;`)[0];\n",
              "                popup_86a03d463e84b91efa21a107745868f7.setContent(html_d9ee5f7e93775c1c50f04d4e698cf05b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aa5126e859d7a3c6bd4324bc2a9c2ef2.bindPopup(popup_86a03d463e84b91efa21a107745868f7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b78689f2079fc585b6a7e359bfc7643e = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe8e8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe8e8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_bfa8b2bd3a621bd4febb6620b26ee30f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9113bb7f5465e1481503f21629abf5cf = $(`&lt;div id=&quot;html_9113bb7f5465e1481503f21629abf5cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.31&lt;/div&gt;`)[0];\n",
              "                popup_bfa8b2bd3a621bd4febb6620b26ee30f.setContent(html_9113bb7f5465e1481503f21629abf5cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b78689f2079fc585b6a7e359bfc7643e.bindPopup(popup_bfa8b2bd3a621bd4febb6620b26ee30f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9cec1072030059f607dfc5d8bb6e3605 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dedeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dedeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_8179535e5661e60641f77d7189d30ac8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bebc6908a9e6c64a06bdf05530ee0013 = $(`&lt;div id=&quot;html_bebc6908a9e6c64a06bdf05530ee0013&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.90&lt;/div&gt;`)[0];\n",
              "                popup_8179535e5661e60641f77d7189d30ac8.setContent(html_bebc6908a9e6c64a06bdf05530ee0013);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9cec1072030059f607dfc5d8bb6e3605.bindPopup(popup_8179535e5661e60641f77d7189d30ac8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f770ccb79dac938dd3ac2ee935a1ab83 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_b61a4da4052a1374109117951e5f8f80 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e2b5c15caf68a827c67c46e97821c2b3 = $(`&lt;div id=&quot;html_e2b5c15caf68a827c67c46e97821c2b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.67&lt;/div&gt;`)[0];\n",
              "                popup_b61a4da4052a1374109117951e5f8f80.setContent(html_e2b5c15caf68a827c67c46e97821c2b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f770ccb79dac938dd3ac2ee935a1ab83.bindPopup(popup_b61a4da4052a1374109117951e5f8f80)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c36793cc5e17db46268a80319ddadff0 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f9f9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f9f9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_8536524b953a73198e91b7b47dadc2d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60334d28797c40ab7257fec8795f7ad2 = $(`&lt;div id=&quot;html_60334d28797c40ab7257fec8795f7ad2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.43&lt;/div&gt;`)[0];\n",
              "                popup_8536524b953a73198e91b7b47dadc2d6.setContent(html_60334d28797c40ab7257fec8795f7ad2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c36793cc5e17db46268a80319ddadff0.bindPopup(popup_8536524b953a73198e91b7b47dadc2d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1bd9e05034732488148a0b64f1edfb01 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c3c3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c3c3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_a4f11e41fe5617a5cb57703af902a0d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6489a371e9513839e3b715220674086a = $(`&lt;div id=&quot;html_6489a371e9513839e3b715220674086a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -23.74&lt;/div&gt;`)[0];\n",
              "                popup_a4f11e41fe5617a5cb57703af902a0d6.setContent(html_6489a371e9513839e3b715220674086a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1bd9e05034732488148a0b64f1edfb01.bindPopup(popup_a4f11e41fe5617a5cb57703af902a0d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b414d62ce815a56ff45cd79039c84ab = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff6f6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff6f6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_cde8774943bba8d7a628790b5405628c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fadaf31cedd5b152791b9ff59f690ada = $(`&lt;div id=&quot;html_fadaf31cedd5b152791b9ff59f690ada&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.81&lt;/div&gt;`)[0];\n",
              "                popup_cde8774943bba8d7a628790b5405628c.setContent(html_fadaf31cedd5b152791b9ff59f690ada);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b414d62ce815a56ff45cd79039c84ab.bindPopup(popup_cde8774943bba8d7a628790b5405628c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_13468892e85ebfa5ce7dce8176f690e5 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe5e5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe5e5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_1f777ee03ab799b211fdc2598503fe1d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a6d84c6b7f33429e786ec60ab2c1008e = $(`&lt;div id=&quot;html_a6d84c6b7f33429e786ec60ab2c1008e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 10.21&lt;/div&gt;`)[0];\n",
              "                popup_1f777ee03ab799b211fdc2598503fe1d.setContent(html_a6d84c6b7f33429e786ec60ab2c1008e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_13468892e85ebfa5ce7dce8176f690e5.bindPopup(popup_1f777ee03ab799b211fdc2598503fe1d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b7b873b2c220844588966016bc67f795 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffddddff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffddddff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_0635d3710744ee82aa7fa7b3518df694 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5852354128fb71c7b7bffb867e858679 = $(`&lt;div id=&quot;html_5852354128fb71c7b7bffb867e858679&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.33&lt;/div&gt;`)[0];\n",
              "                popup_0635d3710744ee82aa7fa7b3518df694.setContent(html_5852354128fb71c7b7bffb867e858679);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b7b873b2c220844588966016bc67f795.bindPopup(popup_0635d3710744ee82aa7fa7b3518df694)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b2bc3100a4ea22a61e66400ae504450 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0000ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0000ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_4aa0ba9a6bee75d7e910096b77d46b58 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d2017bf35364b91acd4f220e4a54c200 = $(`&lt;div id=&quot;html_d2017bf35364b91acd4f220e4a54c200&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -118.58&lt;/div&gt;`)[0];\n",
              "                popup_4aa0ba9a6bee75d7e910096b77d46b58.setContent(html_d2017bf35364b91acd4f220e4a54c200);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b2bc3100a4ea22a61e66400ae504450.bindPopup(popup_4aa0ba9a6bee75d7e910096b77d46b58)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9ffa5e27a63aac6cd485b327810afb2e = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a2a2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a2a2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_11b19cdd7a6d2117cc265f5dd0cb7def = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_66a9147d3e571059eecfa2cdf1d3d22b = $(`&lt;div id=&quot;html_66a9147d3e571059eecfa2cdf1d3d22b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -36.58&lt;/div&gt;`)[0];\n",
              "                popup_11b19cdd7a6d2117cc265f5dd0cb7def.setContent(html_66a9147d3e571059eecfa2cdf1d3d22b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9ffa5e27a63aac6cd485b327810afb2e.bindPopup(popup_11b19cdd7a6d2117cc265f5dd0cb7def)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e4ac79871a34703b45923a0552ee7fe4 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f9f9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f9f9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_92e231024013e1e5d09056057fc6bb06 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_463ede7be41721cf799b41565f99c1bb = $(`&lt;div id=&quot;html_463ede7be41721cf799b41565f99c1bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.56&lt;/div&gt;`)[0];\n",
              "                popup_92e231024013e1e5d09056057fc6bb06.setContent(html_463ede7be41721cf799b41565f99c1bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e4ac79871a34703b45923a0552ee7fe4.bindPopup(popup_92e231024013e1e5d09056057fc6bb06)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a396764541caaec12d3c56ac31e23d61 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff7f7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff7f7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_5d60a0bdd3e6bac2b92fd357066db6bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fb8490710f0dca432104ea5611aacce6 = $(`&lt;div id=&quot;html_fb8490710f0dca432104ea5611aacce6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.25&lt;/div&gt;`)[0];\n",
              "                popup_5d60a0bdd3e6bac2b92fd357066db6bf.setContent(html_fb8490710f0dca432104ea5611aacce6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a396764541caaec12d3c56ac31e23d61.bindPopup(popup_5d60a0bdd3e6bac2b92fd357066db6bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d2e20433e18ad707f6b584b9cdf990d = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f4f4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f4f4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_84c7dc26f9f596fafd6f7556b288f7b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1d765da1a1ee8830408d139cd7158d4f = $(`&lt;div id=&quot;html_1d765da1a1ee8830408d139cd7158d4f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.58&lt;/div&gt;`)[0];\n",
              "                popup_84c7dc26f9f596fafd6f7556b288f7b8.setContent(html_1d765da1a1ee8830408d139cd7158d4f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d2e20433e18ad707f6b584b9cdf990d.bindPopup(popup_84c7dc26f9f596fafd6f7556b288f7b8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f50ceb227eb63036667cf9835748314b = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffafaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffafaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_ea821e04203a90390995ea9a9a373b61 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4da0978bc10ec5a821ee5bd9a4c26476 = $(`&lt;div id=&quot;html_4da0978bc10ec5a821ee5bd9a4c26476&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.16&lt;/div&gt;`)[0];\n",
              "                popup_ea821e04203a90390995ea9a9a373b61.setContent(html_4da0978bc10ec5a821ee5bd9a4c26476);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f50ceb227eb63036667cf9835748314b.bindPopup(popup_ea821e04203a90390995ea9a9a373b61)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fef064e5640225bec2df9d0505da9610 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c7c7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c7c7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_92b2aac7ddd20dab380443330442b0c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_81c19968b1df7e1dc23a3c27f368a669 = $(`&lt;div id=&quot;html_81c19968b1df7e1dc23a3c27f368a669&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -21.93&lt;/div&gt;`)[0];\n",
              "                popup_92b2aac7ddd20dab380443330442b0c5.setContent(html_81c19968b1df7e1dc23a3c27f368a669);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fef064e5640225bec2df9d0505da9610.bindPopup(popup_92b2aac7ddd20dab380443330442b0c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_05b13ba72f5b59220fea1fc9f2ba5658 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffafaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffafaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_afda5d2fc28d06ceaf530aeba450f562 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e209a873c3b95ce6b87570d39e913848 = $(`&lt;div id=&quot;html_e209a873c3b95ce6b87570d39e913848&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.25&lt;/div&gt;`)[0];\n",
              "                popup_afda5d2fc28d06ceaf530aeba450f562.setContent(html_e209a873c3b95ce6b87570d39e913848);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_05b13ba72f5b59220fea1fc9f2ba5658.bindPopup(popup_afda5d2fc28d06ceaf530aeba450f562)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5e8fc7d0a9f2ba535fd29510070e72d3 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fbfbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fbfbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_eb73b10c22af215bf6ab295155a6652f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_327ac4ce4311b22f8de9a463c550b7be = $(`&lt;div id=&quot;html_327ac4ce4311b22f8de9a463c550b7be&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.60&lt;/div&gt;`)[0];\n",
              "                popup_eb73b10c22af215bf6ab295155a6652f.setContent(html_327ac4ce4311b22f8de9a463c550b7be);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5e8fc7d0a9f2ba535fd29510070e72d3.bindPopup(popup_eb73b10c22af215bf6ab295155a6652f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9698c44c02581cabf60a13b553439311 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_622e8bb14eaff8e56abbe8532dfa3c1b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9cbede8ea3fe56d6996b38a72db031d0 = $(`&lt;div id=&quot;html_9cbede8ea3fe56d6996b38a72db031d0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 136.52&lt;/div&gt;`)[0];\n",
              "                popup_622e8bb14eaff8e56abbe8532dfa3c1b.setContent(html_9cbede8ea3fe56d6996b38a72db031d0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9698c44c02581cabf60a13b553439311.bindPopup(popup_622e8bb14eaff8e56abbe8532dfa3c1b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7217e54f6c674746056112f9dcfa57e1 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe1e1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe1e1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_3aab9356e8acb5e105b0ab5162a23f64 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_05c096fed1db159841689e5835641045 = $(`&lt;div id=&quot;html_05c096fed1db159841689e5835641045&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 12.05&lt;/div&gt;`)[0];\n",
              "                popup_3aab9356e8acb5e105b0ab5162a23f64.setContent(html_05c096fed1db159841689e5835641045);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7217e54f6c674746056112f9dcfa57e1.bindPopup(popup_3aab9356e8acb5e105b0ab5162a23f64)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f6db471b13179a87eecef641b2b34660 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb6b6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb6b6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_2b3df1b7dc15662bb7f069f624453c26 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e14d74982b5e8186c139ed741fe976a0 = $(`&lt;div id=&quot;html_e14d74982b5e8186c139ed741fe976a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 28.70&lt;/div&gt;`)[0];\n",
              "                popup_2b3df1b7dc15662bb7f069f624453c26.setContent(html_e14d74982b5e8186c139ed741fe976a0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f6db471b13179a87eecef641b2b34660.bindPopup(popup_2b3df1b7dc15662bb7f069f624453c26)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2808ed5f10467a87bd8efee48469d27f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff4f4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff4f4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_4e39fcc833022689d0756a2c07fb4684 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_57a8c4dd405dc4f24a611f8928585a31 = $(`&lt;div id=&quot;html_57a8c4dd405dc4f24a611f8928585a31&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.31&lt;/div&gt;`)[0];\n",
              "                popup_4e39fcc833022689d0756a2c07fb4684.setContent(html_57a8c4dd405dc4f24a611f8928585a31);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2808ed5f10467a87bd8efee48469d27f.bindPopup(popup_4e39fcc833022689d0756a2c07fb4684)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_99abf5420408fccb96f371bb5f52fc41 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ededffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ededffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_7b16f6a436516be5ec89eea6f2ceacec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4bbe4765d5c56635b831810995f30b77 = $(`&lt;div id=&quot;html_4bbe4765d5c56635b831810995f30b77&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.16&lt;/div&gt;`)[0];\n",
              "                popup_7b16f6a436516be5ec89eea6f2ceacec.setContent(html_4bbe4765d5c56635b831810995f30b77);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_99abf5420408fccb96f371bb5f52fc41.bindPopup(popup_7b16f6a436516be5ec89eea6f2ceacec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d87b28b0a4e2d6208eb42a875e3a3897 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f8f8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f8f8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_454097d1142eb995e060dd3455c48093 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_757d24178765474f3b8f4f7eaa671444 = $(`&lt;div id=&quot;html_757d24178765474f3b8f4f7eaa671444&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.05&lt;/div&gt;`)[0];\n",
              "                popup_454097d1142eb995e060dd3455c48093.setContent(html_757d24178765474f3b8f4f7eaa671444);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d87b28b0a4e2d6208eb42a875e3a3897.bindPopup(popup_454097d1142eb995e060dd3455c48093)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_afe882752a39fa677a49a20e6a1000c1 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffafaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffafaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_05f67339e5db5124b21f2d852df3010f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ce4c57aa6c39c6a6e717e6d5834c589 = $(`&lt;div id=&quot;html_0ce4c57aa6c39c6a6e717e6d5834c589&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.27&lt;/div&gt;`)[0];\n",
              "                popup_05f67339e5db5124b21f2d852df3010f.setContent(html_0ce4c57aa6c39c6a6e717e6d5834c589);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_afe882752a39fa677a49a20e6a1000c1.bindPopup(popup_05f67339e5db5124b21f2d852df3010f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6eaa865349c8f446ca7c17b8b4cd83ef = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ababffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ababffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_8543d22018a6865eb07137ac346a89c4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73cb2b250c90890091735f03e4ea629e = $(`&lt;div id=&quot;html_73cb2b250c90890091735f03e4ea629e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -33.10&lt;/div&gt;`)[0];\n",
              "                popup_8543d22018a6865eb07137ac346a89c4.setContent(html_73cb2b250c90890091735f03e4ea629e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6eaa865349c8f446ca7c17b8b4cd83ef.bindPopup(popup_8543d22018a6865eb07137ac346a89c4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8485b4dcfc12283661f988b028d5db8b = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#b3b3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#b3b3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_26c7baeeab5f1178c5ac5e59963a2823 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1527c42e9075c8cccc564a5d222ed048 = $(`&lt;div id=&quot;html_1527c42e9075c8cccc564a5d222ed048&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -29.99&lt;/div&gt;`)[0];\n",
              "                popup_26c7baeeab5f1178c5ac5e59963a2823.setContent(html_1527c42e9075c8cccc564a5d222ed048);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8485b4dcfc12283661f988b028d5db8b.bindPopup(popup_26c7baeeab5f1178c5ac5e59963a2823)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_92304cdb33258d2ffa33167065144e4f = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_94d11c1bea954ed215ccbfbbd7a65e67 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_623d9b31a351e26f070e1e651478db58 = $(`&lt;div id=&quot;html_623d9b31a351e26f070e1e651478db58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 228.08&lt;/div&gt;`)[0];\n",
              "                popup_94d11c1bea954ed215ccbfbbd7a65e67.setContent(html_623d9b31a351e26f070e1e651478db58);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_92304cdb33258d2ffa33167065144e4f.bindPopup(popup_94d11c1bea954ed215ccbfbbd7a65e67)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e9b8f2eac03d0c5d998b6371ef91bfc4 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c8c8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c8c8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_941bd24815731fa437db143161607f59 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5d9dff1991bb22c09636edef20a229a = $(`&lt;div id=&quot;html_e5d9dff1991bb22c09636edef20a229a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -21.53&lt;/div&gt;`)[0];\n",
              "                popup_941bd24815731fa437db143161607f59.setContent(html_e5d9dff1991bb22c09636edef20a229a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e9b8f2eac03d0c5d998b6371ef91bfc4.bindPopup(popup_941bd24815731fa437db143161607f59)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_31e6da81575084faef0a88e6bec82340 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d4d4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d4d4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_634ef340b0d21b2e4a16a1bac63bbf9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eea9fa8a5c6edd8eaa3687f293c25fb8 = $(`&lt;div id=&quot;html_eea9fa8a5c6edd8eaa3687f293c25fb8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -16.96&lt;/div&gt;`)[0];\n",
              "                popup_634ef340b0d21b2e4a16a1bac63bbf9c.setContent(html_eea9fa8a5c6edd8eaa3687f293c25fb8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_31e6da81575084faef0a88e6bec82340.bindPopup(popup_634ef340b0d21b2e4a16a1bac63bbf9c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c25dae3e077b4483a425af936d005189 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9b9bff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9b9bff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_045823a6d7bf06860aab8e91b892e9a6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_38736b3d12ed0968aa2a26aae63fc625 = $(`&lt;div id=&quot;html_38736b3d12ed0968aa2a26aae63fc625&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 39.45&lt;/div&gt;`)[0];\n",
              "                popup_045823a6d7bf06860aab8e91b892e9a6.setContent(html_38736b3d12ed0968aa2a26aae63fc625);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c25dae3e077b4483a425af936d005189.bindPopup(popup_045823a6d7bf06860aab8e91b892e9a6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_78c6cf987b34221c636b22cbbdc10a47 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffafafff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffafafff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_2a90e0ddcdd7dfe1770e636a3948956e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c5a333fa136cf970b996d62a82bb5db = $(`&lt;div id=&quot;html_7c5a333fa136cf970b996d62a82bb5db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 31.57&lt;/div&gt;`)[0];\n",
              "                popup_2a90e0ddcdd7dfe1770e636a3948956e.setContent(html_7c5a333fa136cf970b996d62a82bb5db);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_78c6cf987b34221c636b22cbbdc10a47.bindPopup(popup_2a90e0ddcdd7dfe1770e636a3948956e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fd3d7d1faf548e89436601636bd9ade4 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#8d8dffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#8d8dffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_4f4104b35e39b5694a5b8f5cdda55237 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a86561755bac90f17978db0bcebb9dff = $(`&lt;div id=&quot;html_a86561755bac90f17978db0bcebb9dff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: -44.75&lt;/div&gt;`)[0];\n",
              "                popup_4f4104b35e39b5694a5b8f5cdda55237.setContent(html_a86561755bac90f17978db0bcebb9dff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fd3d7d1faf548e89436601636bd9ade4.bindPopup(popup_4f4104b35e39b5694a5b8f5cdda55237)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2b675a2ae24c762281b1351ddd72502e = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff4f4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff4f4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_486ee14ae15bcc6889bc3ed5c680726f);\n",
              "        \n",
              "    \n",
              "        var popup_ae044d9f9f2f0b31bab7268d2cdfe2b4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7fbcb2e119b60a7ecfb74d3233a3a1a = $(`&lt;div id=&quot;html_a7fbcb2e119b60a7ecfb74d3233a3a1a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2009-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.68&lt;/div&gt;`)[0];\n",
              "                popup_ae044d9f9f2f0b31bab7268d2cdfe2b4.setContent(html_a7fbcb2e119b60a7ecfb74d3233a3a1a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2b675a2ae24c762281b1351ddd72502e.bindPopup(popup_ae044d9f9f2f0b31bab7268d2cdfe2b4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_bd4a4c853f2b8caefeb7084d41ab8ecf = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_d3b4eef8e3949d515d456cd29317ca24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_02a2736748311642a98c78d64cb7275c = $(`&lt;div id=&quot;html_02a2736748311642a98c78d64cb7275c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.00&lt;/div&gt;`)[0];\n",
              "                popup_d3b4eef8e3949d515d456cd29317ca24.setContent(html_02a2736748311642a98c78d64cb7275c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd4a4c853f2b8caefeb7084d41ab8ecf.bindPopup(popup_d3b4eef8e3949d515d456cd29317ca24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8d908f2a1527974069271ff406eceb34 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fcfcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fcfcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_faaea654f5a38004834fec0ff2bf7f14 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c163c33fc2a3ce656a50de9089ad96f = $(`&lt;div id=&quot;html_4c163c33fc2a3ce656a50de9089ad96f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.24&lt;/div&gt;`)[0];\n",
              "                popup_faaea654f5a38004834fec0ff2bf7f14.setContent(html_4c163c33fc2a3ce656a50de9089ad96f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8d908f2a1527974069271ff406eceb34.bindPopup(popup_faaea654f5a38004834fec0ff2bf7f14)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_776db8c4711b18b550bc5085dc4cce20 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffececff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffececff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_e3a3ff6b488fe7f3339eef1b2d3bdc55 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8869198eccf799d5de201d0685ecc8cd = $(`&lt;div id=&quot;html_8869198eccf799d5de201d0685ecc8cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 7.79&lt;/div&gt;`)[0];\n",
              "                popup_e3a3ff6b488fe7f3339eef1b2d3bdc55.setContent(html_8869198eccf799d5de201d0685ecc8cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_776db8c4711b18b550bc5085dc4cce20.bindPopup(popup_e3a3ff6b488fe7f3339eef1b2d3bdc55)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_720cc5b32ca53b217bc220886382ce73 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_a005dc2a63d58f032827541665e205bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51cddb82455de464c30e64826a348c41 = $(`&lt;div id=&quot;html_51cddb82455de464c30e64826a348c41&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.17&lt;/div&gt;`)[0];\n",
              "                popup_a005dc2a63d58f032827541665e205bf.setContent(html_51cddb82455de464c30e64826a348c41);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_720cc5b32ca53b217bc220886382ce73.bindPopup(popup_a005dc2a63d58f032827541665e205bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aca87aedaa738e6da10b01892b60bd35 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5858ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5858ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_c7b1251744058db748f051b0ce45777c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_94ecfed895b21558a54d29328ae2e912 = $(`&lt;div id=&quot;html_94ecfed895b21558a54d29328ae2e912&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 65.52&lt;/div&gt;`)[0];\n",
              "                popup_c7b1251744058db748f051b0ce45777c.setContent(html_94ecfed895b21558a54d29328ae2e912);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aca87aedaa738e6da10b01892b60bd35.bindPopup(popup_c7b1251744058db748f051b0ce45777c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b38033c393f5ac57d352e228c3921399 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_8641f8f44c5330597425c3de1242554f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c2716f9e48642fd50f4824aeacfd94fa = $(`&lt;div id=&quot;html_c2716f9e48642fd50f4824aeacfd94fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.94&lt;/div&gt;`)[0];\n",
              "                popup_8641f8f44c5330597425c3de1242554f.setContent(html_c2716f9e48642fd50f4824aeacfd94fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b38033c393f5ac57d352e228c3921399.bindPopup(popup_8641f8f44c5330597425c3de1242554f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_34fcd90723f78f04222f87394f404351 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fbfbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fbfbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_3354a3c3e36960d34836bd9bf4f0ee1a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_627cba31731b60a98cab858b7e912656 = $(`&lt;div id=&quot;html_627cba31731b60a98cab858b7e912656&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.68&lt;/div&gt;`)[0];\n",
              "                popup_3354a3c3e36960d34836bd9bf4f0ee1a.setContent(html_627cba31731b60a98cab858b7e912656);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_34fcd90723f78f04222f87394f404351.bindPopup(popup_3354a3c3e36960d34836bd9bf4f0ee1a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f639c8841407dc80b55bab47fc66d763 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffededff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffededff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_f577f4ccb2919f1b582640e73302d18e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_65d7c4637f3a47a5718099116b4ca96e = $(`&lt;div id=&quot;html_65d7c4637f3a47a5718099116b4ca96e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 7.16&lt;/div&gt;`)[0];\n",
              "                popup_f577f4ccb2919f1b582640e73302d18e.setContent(html_65d7c4637f3a47a5718099116b4ca96e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f639c8841407dc80b55bab47fc66d763.bindPopup(popup_f577f4ccb2919f1b582640e73302d18e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b5f662c4197ead2a15bd9a1555cac275 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffafaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffafaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_9182fb416bc237dee363c90986f6fbac = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6f63435fb4e8c76e920bd95aee88060e = $(`&lt;div id=&quot;html_6f63435fb4e8c76e920bd95aee88060e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.19&lt;/div&gt;`)[0];\n",
              "                popup_9182fb416bc237dee363c90986f6fbac.setContent(html_6f63435fb4e8c76e920bd95aee88060e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b5f662c4197ead2a15bd9a1555cac275.bindPopup(popup_9182fb416bc237dee363c90986f6fbac)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd9de823b949374962b1cb9018a934e5 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fcfcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fcfcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_55d71fd59d04e235a7a62a2f8d72f5db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8db792ff0f094b3b15add9b9a129ae6 = $(`&lt;div id=&quot;html_d8db792ff0f094b3b15add9b9a129ae6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.21&lt;/div&gt;`)[0];\n",
              "                popup_55d71fd59d04e235a7a62a2f8d72f5db.setContent(html_d8db792ff0f094b3b15add9b9a129ae6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd9de823b949374962b1cb9018a934e5.bindPopup(popup_55d71fd59d04e235a7a62a2f8d72f5db)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3fee513ef505b3d2cdd68b1650393544 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fcfcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fcfcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_9a5e38a5cd7515d9cd1c30d67c37f584 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c10b925c88a80d8a5bb3b87d6a8979c = $(`&lt;div id=&quot;html_8c10b925c88a80d8a5bb3b87d6a8979c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.52&lt;/div&gt;`)[0];\n",
              "                popup_9a5e38a5cd7515d9cd1c30d67c37f584.setContent(html_8c10b925c88a80d8a5bb3b87d6a8979c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3fee513ef505b3d2cdd68b1650393544.bindPopup(popup_9a5e38a5cd7515d9cd1c30d67c37f584)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3753c7b615fb1f66fa2d41ada10f178a = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#adadffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#adadffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_27b5bff454e163ae82c71aa1f98a85bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_657261fa4c1ac72ec074f48664bb63fc = $(`&lt;div id=&quot;html_657261fa4c1ac72ec074f48664bb63fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -32.21&lt;/div&gt;`)[0];\n",
              "                popup_27b5bff454e163ae82c71aa1f98a85bf.setContent(html_657261fa4c1ac72ec074f48664bb63fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3753c7b615fb1f66fa2d41ada10f178a.bindPopup(popup_27b5bff454e163ae82c71aa1f98a85bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_152ccd6770514d3859ebc07f075d14e4 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdbdbff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdbdbff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_959c6a14e91df6c5d90301559b8fd94c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1efca8c1010cfbb83175474c9df01bb2 = $(`&lt;div id=&quot;html_1efca8c1010cfbb83175474c9df01bb2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 14.17&lt;/div&gt;`)[0];\n",
              "                popup_959c6a14e91df6c5d90301559b8fd94c.setContent(html_1efca8c1010cfbb83175474c9df01bb2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_152ccd6770514d3859ebc07f075d14e4.bindPopup(popup_959c6a14e91df6c5d90301559b8fd94c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bc518be575afc9b864814bd1295bf047 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff7f7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff7f7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_be37d4fc752f9765be80e4a3facdff9f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1049941753fdddb75968e982074b7d43 = $(`&lt;div id=&quot;html_1049941753fdddb75968e982074b7d43&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.32&lt;/div&gt;`)[0];\n",
              "                popup_be37d4fc752f9765be80e4a3facdff9f.setContent(html_1049941753fdddb75968e982074b7d43);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bc518be575afc9b864814bd1295bf047.bindPopup(popup_be37d4fc752f9765be80e4a3facdff9f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d22f0b6c3028127686198c37cdf2e3bf = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe4e4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe4e4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_7bc28abe77ad31ecb9c14c74c637f16a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f5fb3e84897f1fcf816ad1582f96401c = $(`&lt;div id=&quot;html_f5fb3e84897f1fcf816ad1582f96401c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 10.75&lt;/div&gt;`)[0];\n",
              "                popup_7bc28abe77ad31ecb9c14c74c637f16a.setContent(html_f5fb3e84897f1fcf816ad1582f96401c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d22f0b6c3028127686198c37cdf2e3bf.bindPopup(popup_7bc28abe77ad31ecb9c14c74c637f16a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fc3be7646c1dee24d991eb478f5475b3 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4747ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4747ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_385bd017ea67baff9c4a6e02172a2cae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_442cfd094a5b4a66cfa8379d00988a19 = $(`&lt;div id=&quot;html_442cfd094a5b4a66cfa8379d00988a19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -71.88&lt;/div&gt;`)[0];\n",
              "                popup_385bd017ea67baff9c4a6e02172a2cae.setContent(html_442cfd094a5b4a66cfa8379d00988a19);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fc3be7646c1dee24d991eb478f5475b3.bindPopup(popup_385bd017ea67baff9c4a6e02172a2cae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_177a4fabb4c0233de465f8c7526d2b5f = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c4c4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c4c4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_ce53fda0eead240f3a20d2e14bd671d6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f105b8ab2cd2c001e195789e32cc4328 = $(`&lt;div id=&quot;html_f105b8ab2cd2c001e195789e32cc4328&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -23.32&lt;/div&gt;`)[0];\n",
              "                popup_ce53fda0eead240f3a20d2e14bd671d6.setContent(html_f105b8ab2cd2c001e195789e32cc4328);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_177a4fabb4c0233de465f8c7526d2b5f.bindPopup(popup_ce53fda0eead240f3a20d2e14bd671d6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_738ad7ca67e8f1ed483e0f1651437490 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eeeeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eeeeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_88fb151efa54aefdcf86c9708107857f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2348fb0454266e64d543979b78e437a5 = $(`&lt;div id=&quot;html_2348fb0454266e64d543979b78e437a5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.66&lt;/div&gt;`)[0];\n",
              "                popup_88fb151efa54aefdcf86c9708107857f.setContent(html_2348fb0454266e64d543979b78e437a5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_738ad7ca67e8f1ed483e0f1651437490.bindPopup(popup_88fb151efa54aefdcf86c9708107857f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_acd1017ee89234ffd557d54bc06674a2 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffdfdff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffdfdff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_14bf08531b468b27837984e5e7449934 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4079add8ccca06cc04845f66253e9df4 = $(`&lt;div id=&quot;html_4079add8ccca06cc04845f66253e9df4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.89&lt;/div&gt;`)[0];\n",
              "                popup_14bf08531b468b27837984e5e7449934.setContent(html_4079add8ccca06cc04845f66253e9df4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_acd1017ee89234ffd557d54bc06674a2.bindPopup(popup_14bf08531b468b27837984e5e7449934)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_58af77a238bc9fa70267486bda661ace = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f9f9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f9f9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_a2af465e3c66199c9367351cd4b28358 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_af674b1c52c9a29fbc3182d43668d050 = $(`&lt;div id=&quot;html_af674b1c52c9a29fbc3182d43668d050&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.70&lt;/div&gt;`)[0];\n",
              "                popup_a2af465e3c66199c9367351cd4b28358.setContent(html_af674b1c52c9a29fbc3182d43668d050);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_58af77a238bc9fa70267486bda661ace.bindPopup(popup_a2af465e3c66199c9367351cd4b28358)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_94e3f1cc9e49199c6ffbf101ef47dfbb = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_289a788892edeca45da4e7ace51d5faf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_04e194ee4b90a4f1f22bd6cd6d08fae3 = $(`&lt;div id=&quot;html_04e194ee4b90a4f1f22bd6cd6d08fae3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.05&lt;/div&gt;`)[0];\n",
              "                popup_289a788892edeca45da4e7ace51d5faf.setContent(html_04e194ee4b90a4f1f22bd6cd6d08fae3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_94e3f1cc9e49199c6ffbf101ef47dfbb.bindPopup(popup_289a788892edeca45da4e7ace51d5faf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e73e5f9a1f655981a7e05ff0c188730 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d4d4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d4d4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_e28cb667f9544188bfc473439c66fdb4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7b151a77bf7ae1508fc62e9b1f08c581 = $(`&lt;div id=&quot;html_7b151a77bf7ae1508fc62e9b1f08c581&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -16.81&lt;/div&gt;`)[0];\n",
              "                popup_e28cb667f9544188bfc473439c66fdb4.setContent(html_7b151a77bf7ae1508fc62e9b1f08c581);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e73e5f9a1f655981a7e05ff0c188730.bindPopup(popup_e28cb667f9544188bfc473439c66fdb4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f098615a9d80e62e0dbae77317ac8d89 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fdfdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fdfdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_da2708ea862cdbf7b7800d7d8f82635d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eaef37e9d70f099cf9c6b5aa636d1db6 = $(`&lt;div id=&quot;html_eaef37e9d70f099cf9c6b5aa636d1db6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.84&lt;/div&gt;`)[0];\n",
              "                popup_da2708ea862cdbf7b7800d7d8f82635d.setContent(html_eaef37e9d70f099cf9c6b5aa636d1db6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f098615a9d80e62e0dbae77317ac8d89.bindPopup(popup_da2708ea862cdbf7b7800d7d8f82635d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_80d03760d566246106c91037e44c1ae3 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_7377f1b8fa8205243955852b35f4bf40 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5984a703a2659683c6fd6109a657b15c = $(`&lt;div id=&quot;html_5984a703a2659683c6fd6109a657b15c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.95&lt;/div&gt;`)[0];\n",
              "                popup_7377f1b8fa8205243955852b35f4bf40.setContent(html_5984a703a2659683c6fd6109a657b15c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_80d03760d566246106c91037e44c1ae3.bindPopup(popup_7377f1b8fa8205243955852b35f4bf40)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_72ed9b85b23b24d5137e7edb27fdd8c9 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6767ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6767ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_2b8af8a98f84849f840a9956740b34de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_91f62cd33f38d9caf46a7c5201ca05cb = $(`&lt;div id=&quot;html_91f62cd33f38d9caf46a7c5201ca05cb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 59.76&lt;/div&gt;`)[0];\n",
              "                popup_2b8af8a98f84849f840a9956740b34de.setContent(html_91f62cd33f38d9caf46a7c5201ca05cb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_72ed9b85b23b24d5137e7edb27fdd8c9.bindPopup(popup_2b8af8a98f84849f840a9956740b34de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c3f18d1ba12a5c7b69d785d58a214cf5 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffceceff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffceceff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_1779ff280dcb0eff7a17752b7908e01d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_02e678e8fa649bc6cc9568d9c586aca5 = $(`&lt;div id=&quot;html_02e678e8fa649bc6cc9568d9c586aca5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 19.43&lt;/div&gt;`)[0];\n",
              "                popup_1779ff280dcb0eff7a17752b7908e01d.setContent(html_02e678e8fa649bc6cc9568d9c586aca5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c3f18d1ba12a5c7b69d785d58a214cf5.bindPopup(popup_1779ff280dcb0eff7a17752b7908e01d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2ae9855b53721709b640ccfdf94b88bd = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe6e6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe6e6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_404c9ac46526ad5a1c91000bd804048d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bad023810e3ef99d318be03ebcca8e86 = $(`&lt;div id=&quot;html_bad023810e3ef99d318be03ebcca8e86&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 10.03&lt;/div&gt;`)[0];\n",
              "                popup_404c9ac46526ad5a1c91000bd804048d.setContent(html_bad023810e3ef99d318be03ebcca8e86);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2ae9855b53721709b640ccfdf94b88bd.bindPopup(popup_404c9ac46526ad5a1c91000bd804048d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dfe214a68b9515568a4a16273cfce9f6 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e6e6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e6e6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_453a6f3782ec5982731dc274c0cd9fe5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_130f9b5953d76f91c01ee45219f4b3cf = $(`&lt;div id=&quot;html_130f9b5953d76f91c01ee45219f4b3cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -10.12&lt;/div&gt;`)[0];\n",
              "                popup_453a6f3782ec5982731dc274c0cd9fe5.setContent(html_130f9b5953d76f91c01ee45219f4b3cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dfe214a68b9515568a4a16273cfce9f6.bindPopup(popup_453a6f3782ec5982731dc274c0cd9fe5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4b8b0fe7b893e4a9ba886797539faa48 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f3f3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f3f3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_0b7b6d75b729d0c4715287b971b9dbbe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0a6ce324fb30f9e061cccf14edbc74ec = $(`&lt;div id=&quot;html_0a6ce324fb30f9e061cccf14edbc74ec&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.73&lt;/div&gt;`)[0];\n",
              "                popup_0b7b6d75b729d0c4715287b971b9dbbe.setContent(html_0a6ce324fb30f9e061cccf14edbc74ec);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4b8b0fe7b893e4a9ba886797539faa48.bindPopup(popup_0b7b6d75b729d0c4715287b971b9dbbe)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_537361bfd7100eddb7e88126d82afa31 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff9f9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff9f9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_55f7ade13325da464d92ca2fe1eee4c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_247b8daaf31c8e8c02db9f33e8d89aef = $(`&lt;div id=&quot;html_247b8daaf31c8e8c02db9f33e8d89aef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.49&lt;/div&gt;`)[0];\n",
              "                popup_55f7ade13325da464d92ca2fe1eee4c8.setContent(html_247b8daaf31c8e8c02db9f33e8d89aef);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_537361bfd7100eddb7e88126d82afa31.bindPopup(popup_55f7ade13325da464d92ca2fe1eee4c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_22f6a7979c5f15d66c53738624630601 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffefefff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffefefff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_54ad191796084956ebcfd7b7e38bef9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fafd453141c6a973a4794e6b45a372c6 = $(`&lt;div id=&quot;html_fafd453141c6a973a4794e6b45a372c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 6.36&lt;/div&gt;`)[0];\n",
              "                popup_54ad191796084956ebcfd7b7e38bef9e.setContent(html_fafd453141c6a973a4794e6b45a372c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_22f6a7979c5f15d66c53738624630601.bindPopup(popup_54ad191796084956ebcfd7b7e38bef9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cb5782b8c6b6b374aef30f789f702f1c = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c9c9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c9c9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_3d01320553f66aaae033ea8b05c14e7e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72e00cfd4900f6c7c9bcfde9d26fb45d = $(`&lt;div id=&quot;html_72e00cfd4900f6c7c9bcfde9d26fb45d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -21.45&lt;/div&gt;`)[0];\n",
              "                popup_3d01320553f66aaae033ea8b05c14e7e.setContent(html_72e00cfd4900f6c7c9bcfde9d26fb45d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cb5782b8c6b6b374aef30f789f702f1c.bindPopup(popup_3d01320553f66aaae033ea8b05c14e7e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f8f307c1aabe05495c99dfac8749ff7c = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0000ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0000ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_ab882f711cdd3411a352cd6b59fa848f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26b8466854bf9180ef2e655fae635b03 = $(`&lt;div id=&quot;html_26b8466854bf9180ef2e655fae635b03&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -147.73&lt;/div&gt;`)[0];\n",
              "                popup_ab882f711cdd3411a352cd6b59fa848f.setContent(html_26b8466854bf9180ef2e655fae635b03);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f8f307c1aabe05495c99dfac8749ff7c.bindPopup(popup_ab882f711cdd3411a352cd6b59fa848f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dbfc0fd158c4291b3686079db40957a7 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff1313ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff1313ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_86ecd359c4f808797f3b7eb7f4face7d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e1d342155a4e77bccea4f4a06e0879a2 = $(`&lt;div id=&quot;html_e1d342155a4e77bccea4f4a06e0879a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 92.26&lt;/div&gt;`)[0];\n",
              "                popup_86ecd359c4f808797f3b7eb7f4face7d.setContent(html_e1d342155a4e77bccea4f4a06e0879a2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dbfc0fd158c4291b3686079db40957a7.bindPopup(popup_86ecd359c4f808797f3b7eb7f4face7d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b29093c37a541266e9280f3b458c773f = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a9a9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a9a9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_c9c423f8230eed0077be6b1260ba1532 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1954888657a4f1407965078f70e0d98f = $(`&lt;div id=&quot;html_1954888657a4f1407965078f70e0d98f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -33.62&lt;/div&gt;`)[0];\n",
              "                popup_c9c423f8230eed0077be6b1260ba1532.setContent(html_1954888657a4f1407965078f70e0d98f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b29093c37a541266e9280f3b458c773f.bindPopup(popup_c9c423f8230eed0077be6b1260ba1532)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e0b4d79d2684f881157a18a702477852 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9a9affff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9a9affff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_7d6fabd97bc485f17a5fdc90cd5439d7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d3ad3354f3a40bd90efae9c26bfca2e0 = $(`&lt;div id=&quot;html_d3ad3354f3a40bd90efae9c26bfca2e0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -39.48&lt;/div&gt;`)[0];\n",
              "                popup_7d6fabd97bc485f17a5fdc90cd5439d7.setContent(html_d3ad3354f3a40bd90efae9c26bfca2e0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e0b4d79d2684f881157a18a702477852.bindPopup(popup_7d6fabd97bc485f17a5fdc90cd5439d7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8a9efe85d643f3f6c7bde16bd8a2bb68 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c9c9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c9c9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_4ad7056f7a92d358baece6757c3d3933 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b42c572738109769d52dda5a213414f = $(`&lt;div id=&quot;html_5b42c572738109769d52dda5a213414f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -21.41&lt;/div&gt;`)[0];\n",
              "                popup_4ad7056f7a92d358baece6757c3d3933.setContent(html_5b42c572738109769d52dda5a213414f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8a9efe85d643f3f6c7bde16bd8a2bb68.bindPopup(popup_4ad7056f7a92d358baece6757c3d3933)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd3333d37748f904ee74dd6fda69025c = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9191ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9191ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_60948e3021ff7b080a278198a136af83 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a440f69f7b6c7893c0833490153d1d19 = $(`&lt;div id=&quot;html_a440f69f7b6c7893c0833490153d1d19&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 43.20&lt;/div&gt;`)[0];\n",
              "                popup_60948e3021ff7b080a278198a136af83.setContent(html_a440f69f7b6c7893c0833490153d1d19);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd3333d37748f904ee74dd6fda69025c.bindPopup(popup_60948e3021ff7b080a278198a136af83)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9bdc08133f84955b05c58e008703af02 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e5e5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e5e5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_a7f08a6328415b9acbed8bebe935666d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8486add06d1d43c556e2671f3f1e0de8 = $(`&lt;div id=&quot;html_8486add06d1d43c556e2671f3f1e0de8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: -10.16&lt;/div&gt;`)[0];\n",
              "                popup_a7f08a6328415b9acbed8bebe935666d.setContent(html_8486add06d1d43c556e2671f3f1e0de8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9bdc08133f84955b05c58e008703af02.bindPopup(popup_a7f08a6328415b9acbed8bebe935666d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4e3d238f8d17010ba66492987b1c4d49 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d);\n",
              "        \n",
              "    \n",
              "        var popup_1e1aa2fde15228f9215cd12aedea1baa = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be194dcb5b083b3a28ad87bbc479ce9d = $(`&lt;div id=&quot;html_be194dcb5b083b3a28ad87bbc479ce9d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2010-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.75&lt;/div&gt;`)[0];\n",
              "                popup_1e1aa2fde15228f9215cd12aedea1baa.setContent(html_be194dcb5b083b3a28ad87bbc479ce9d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4e3d238f8d17010ba66492987b1c4d49.bindPopup(popup_1e1aa2fde15228f9215cd12aedea1baa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_ffc1da1c1b402f56d6438846e5c9129f = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_38bbd7dfe88462efcfb62d8da413f67e = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_ed93d3c8a7b298c3b46d6b32f44fa692 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9cb3e7e07828b1e4398c126a4e7fd39 = $(`&lt;div id=&quot;html_a9cb3e7e07828b1e4398c126a4e7fd39&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.00&lt;/div&gt;`)[0];\n",
              "                popup_ed93d3c8a7b298c3b46d6b32f44fa692.setContent(html_a9cb3e7e07828b1e4398c126a4e7fd39);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_38bbd7dfe88462efcfb62d8da413f67e.bindPopup(popup_ed93d3c8a7b298c3b46d6b32f44fa692)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2cb70a692514837f8ba2fdf4b0b48c95 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e7e7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e7e7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_289323717913bbbbc97b6eed96c0d8f9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_14e1b07d5a097d8e85831c5ba1b7a1c1 = $(`&lt;div id=&quot;html_14e1b07d5a097d8e85831c5ba1b7a1c1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.43&lt;/div&gt;`)[0];\n",
              "                popup_289323717913bbbbc97b6eed96c0d8f9.setContent(html_14e1b07d5a097d8e85831c5ba1b7a1c1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2cb70a692514837f8ba2fdf4b0b48c95.bindPopup(popup_289323717913bbbbc97b6eed96c0d8f9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d6db5fad820ce06585a3c8599a2c2269 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dbdbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dbdbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_228cb54beb4f3d0b9ab8ec70e94ba2e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3b59c02d9b6e3ad16b2a0739d62cd383 = $(`&lt;div id=&quot;html_3b59c02d9b6e3ad16b2a0739d62cd383&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -14.25&lt;/div&gt;`)[0];\n",
              "                popup_228cb54beb4f3d0b9ab8ec70e94ba2e7.setContent(html_3b59c02d9b6e3ad16b2a0739d62cd383);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d6db5fad820ce06585a3c8599a2c2269.bindPopup(popup_228cb54beb4f3d0b9ab8ec70e94ba2e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_85823ed134b810aa784622cdc29c3a21 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_4342fa04bae11299f33d16c32c99f87e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_19976a3514589130fcbfef908c6beaaa = $(`&lt;div id=&quot;html_19976a3514589130fcbfef908c6beaaa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.16&lt;/div&gt;`)[0];\n",
              "                popup_4342fa04bae11299f33d16c32c99f87e.setContent(html_19976a3514589130fcbfef908c6beaaa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_85823ed134b810aa784622cdc29c3a21.bindPopup(popup_4342fa04bae11299f33d16c32c99f87e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_365876b4e01d9197966e7fea89073bdf = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffacacff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffacacff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_40292eda3a30603478ae98b4d5bb52c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5bb7454dfab963bdf17df5760e166fe6 = $(`&lt;div id=&quot;html_5bb7454dfab963bdf17df5760e166fe6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 32.60&lt;/div&gt;`)[0];\n",
              "                popup_40292eda3a30603478ae98b4d5bb52c3.setContent(html_5bb7454dfab963bdf17df5760e166fe6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_365876b4e01d9197966e7fea89073bdf.bindPopup(popup_40292eda3a30603478ae98b4d5bb52c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33999a8bc7effa37dcf990e8678e705d = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_692e9d260e53875855d34d3d1b6627df = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa27b4dba7659830fdb3ae1fac86c86d = $(`&lt;div id=&quot;html_aa27b4dba7659830fdb3ae1fac86c86d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.25&lt;/div&gt;`)[0];\n",
              "                popup_692e9d260e53875855d34d3d1b6627df.setContent(html_aa27b4dba7659830fdb3ae1fac86c86d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33999a8bc7effa37dcf990e8678e705d.bindPopup(popup_692e9d260e53875855d34d3d1b6627df)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ac351446d7a4d23c0283dc77f16ea81a = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_58ebb9a0d09fcfe7c79eb9d8d70c9853 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d24f2d9d91daaed33b0944ef03131a33 = $(`&lt;div id=&quot;html_d24f2d9d91daaed33b0944ef03131a33&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.32&lt;/div&gt;`)[0];\n",
              "                popup_58ebb9a0d09fcfe7c79eb9d8d70c9853.setContent(html_d24f2d9d91daaed33b0944ef03131a33);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ac351446d7a4d23c0283dc77f16ea81a.bindPopup(popup_58ebb9a0d09fcfe7c79eb9d8d70c9853)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a1f911ebfef4d6fb838904459a0f16a = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdcdcff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdcdcff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_163f50f9801f2c2d5bae9c77c942a707 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8a81041618528b6eb62da7bfbf81fcff = $(`&lt;div id=&quot;html_8a81041618528b6eb62da7bfbf81fcff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.96&lt;/div&gt;`)[0];\n",
              "                popup_163f50f9801f2c2d5bae9c77c942a707.setContent(html_8a81041618528b6eb62da7bfbf81fcff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a1f911ebfef4d6fb838904459a0f16a.bindPopup(popup_163f50f9801f2c2d5bae9c77c942a707)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fd72e86800ec7e65646b781685937df8 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#efefffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#efefffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_f682a190956973bf09fddc37161243d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_caed282879879234147fb9a1b5b3ba42 = $(`&lt;div id=&quot;html_caed282879879234147fb9a1b5b3ba42&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.29&lt;/div&gt;`)[0];\n",
              "                popup_f682a190956973bf09fddc37161243d3.setContent(html_caed282879879234147fb9a1b5b3ba42);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fd72e86800ec7e65646b781685937df8.bindPopup(popup_f682a190956973bf09fddc37161243d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bcd0630f566404e2b2b6bea598cb8d3a = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f7f7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f7f7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_b11eebcd52ca5ffa32f9434345759268 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5e103bcec0200f84a36f7a628806aa8d = $(`&lt;div id=&quot;html_5e103bcec0200f84a36f7a628806aa8d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.35&lt;/div&gt;`)[0];\n",
              "                popup_b11eebcd52ca5ffa32f9434345759268.setContent(html_5e103bcec0200f84a36f7a628806aa8d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bcd0630f566404e2b2b6bea598cb8d3a.bindPopup(popup_b11eebcd52ca5ffa32f9434345759268)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1f95943ce9c2965a577d76cd474fe119 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fdfdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fdfdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_ff476db3122725a9a108a8a9018e3f9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_abde19118a284b18ec2606febc5d3827 = $(`&lt;div id=&quot;html_abde19118a284b18ec2606febc5d3827&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.82&lt;/div&gt;`)[0];\n",
              "                popup_ff476db3122725a9a108a8a9018e3f9e.setContent(html_abde19118a284b18ec2606febc5d3827);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1f95943ce9c2965a577d76cd474fe119.bindPopup(popup_ff476db3122725a9a108a8a9018e3f9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_898f0d5a007d20908dac5a005f0b9c23 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bcbcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bcbcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_dc0a32c628f971f3be8601efbf363fe4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_87c838f3cd9e013fc3c9ff006af11648 = $(`&lt;div id=&quot;html_87c838f3cd9e013fc3c9ff006af11648&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -26.50&lt;/div&gt;`)[0];\n",
              "                popup_dc0a32c628f971f3be8601efbf363fe4.setContent(html_87c838f3cd9e013fc3c9ff006af11648);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_898f0d5a007d20908dac5a005f0b9c23.bindPopup(popup_dc0a32c628f971f3be8601efbf363fe4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_55da38ad6c94f00b4966d68495b822f0 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d2d2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d2d2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_94aeeec0eda7166249f57c933bb409ba = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_70dc629331a5b5f63ce51faa5676926c = $(`&lt;div id=&quot;html_70dc629331a5b5f63ce51faa5676926c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.91&lt;/div&gt;`)[0];\n",
              "                popup_94aeeec0eda7166249f57c933bb409ba.setContent(html_70dc629331a5b5f63ce51faa5676926c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_55da38ad6c94f00b4966d68495b822f0.bindPopup(popup_94aeeec0eda7166249f57c933bb409ba)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46c48b6c9d9d50a73bc18c20dd9084cc = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe8e8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe8e8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_0d92fb3b7f5657a44fcc44e7274a50c5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d0c9716db95766621b8468a52a4634c8 = $(`&lt;div id=&quot;html_d0c9716db95766621b8468a52a4634c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.00&lt;/div&gt;`)[0];\n",
              "                popup_0d92fb3b7f5657a44fcc44e7274a50c5.setContent(html_d0c9716db95766621b8468a52a4634c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46c48b6c9d9d50a73bc18c20dd9084cc.bindPopup(popup_0d92fb3b7f5657a44fcc44e7274a50c5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_66091f061f9acc980df6cd50fdbd6dd6 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcfcfff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcfcfff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_5c119831b5976e1e0ef333c103fdfd9b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c4f4bd0cb56045fbc463967409195bf = $(`&lt;div id=&quot;html_8c4f4bd0cb56045fbc463967409195bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 19.10&lt;/div&gt;`)[0];\n",
              "                popup_5c119831b5976e1e0ef333c103fdfd9b.setContent(html_8c4f4bd0cb56045fbc463967409195bf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_66091f061f9acc980df6cd50fdbd6dd6.bindPopup(popup_5c119831b5976e1e0ef333c103fdfd9b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0e12636d33cb625c5cac3376609f3fc0 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6161ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6161ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_61abcc267067a11e80ff01b16c0777dc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c4d5571b978906cbc8e27b343fa87239 = $(`&lt;div id=&quot;html_c4d5571b978906cbc8e27b343fa87239&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -62.08&lt;/div&gt;`)[0];\n",
              "                popup_61abcc267067a11e80ff01b16c0777dc.setContent(html_c4d5571b978906cbc8e27b343fa87239);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0e12636d33cb625c5cac3376609f3fc0.bindPopup(popup_61abcc267067a11e80ff01b16c0777dc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8854f5f8a115c3f55759ad76968b1102 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c2c2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c2c2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_c74efbb6973d7fc638722f3668772a55 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52b81ddde7404945e49a2de5a7c15cc4 = $(`&lt;div id=&quot;html_52b81ddde7404945e49a2de5a7c15cc4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -23.92&lt;/div&gt;`)[0];\n",
              "                popup_c74efbb6973d7fc638722f3668772a55.setContent(html_52b81ddde7404945e49a2de5a7c15cc4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8854f5f8a115c3f55759ad76968b1102.bindPopup(popup_c74efbb6973d7fc638722f3668772a55)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2c3e538b7a18b83ad7c93269d27fd4d9 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e7e7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e7e7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_9bf1c967d6964e248984ea70c114c915 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6d8e02de21078deb419e10712c076e4f = $(`&lt;div id=&quot;html_6d8e02de21078deb419e10712c076e4f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.75&lt;/div&gt;`)[0];\n",
              "                popup_9bf1c967d6964e248984ea70c114c915.setContent(html_6d8e02de21078deb419e10712c076e4f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2c3e538b7a18b83ad7c93269d27fd4d9.bindPopup(popup_9bf1c967d6964e248984ea70c114c915)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_919771c8d1c6395015904cf7c39952e4 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9e9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9e9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_f5f16c5bc37812d58865e314b55c2f41 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dbd5bc4468e09bb822828e89b497a4f5 = $(`&lt;div id=&quot;html_dbd5bc4468e09bb822828e89b497a4f5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -8.93&lt;/div&gt;`)[0];\n",
              "                popup_f5f16c5bc37812d58865e314b55c2f41.setContent(html_dbd5bc4468e09bb822828e89b497a4f5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_919771c8d1c6395015904cf7c39952e4.bindPopup(popup_f5f16c5bc37812d58865e314b55c2f41)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_744dc56241502b616a52834c9fb66efd = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_8b57fcb653f01fb378efc362cbd11185 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ee10f7075d31812ca28ce60e42b79f7 = $(`&lt;div id=&quot;html_8ee10f7075d31812ca28ce60e42b79f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.68&lt;/div&gt;`)[0];\n",
              "                popup_8b57fcb653f01fb378efc362cbd11185.setContent(html_8ee10f7075d31812ca28ce60e42b79f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_744dc56241502b616a52834c9fb66efd.bindPopup(popup_8b57fcb653f01fb378efc362cbd11185)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ecee437383d0bd97d71ab267cc66bfc5 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9e9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9e9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_b54108bf0e7d707321ec0df39ab57552 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9356ebdf0c7cacc6606e9d5bfabea9ef = $(`&lt;div id=&quot;html_9356ebdf0c7cacc6606e9d5bfabea9ef&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -8.62&lt;/div&gt;`)[0];\n",
              "                popup_b54108bf0e7d707321ec0df39ab57552.setContent(html_9356ebdf0c7cacc6606e9d5bfabea9ef);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ecee437383d0bd97d71ab267cc66bfc5.bindPopup(popup_b54108bf0e7d707321ec0df39ab57552)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b8c44dbf0de197956122f3728b61392d = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d3d3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d3d3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_dbdd52b8f86c69a0d9293936b5f10e8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c93cd27a48b892e27116403d86bf92f3 = $(`&lt;div id=&quot;html_c93cd27a48b892e27116403d86bf92f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.36&lt;/div&gt;`)[0];\n",
              "                popup_dbdd52b8f86c69a0d9293936b5f10e8d.setContent(html_c93cd27a48b892e27116403d86bf92f3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b8c44dbf0de197956122f3728b61392d.bindPopup(popup_dbdd52b8f86c69a0d9293936b5f10e8d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_96dbd3916245f471f6dba272ed9dbdf4 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f8f8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f8f8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_5b1962d0a8dbef3fdb814cb8e736d9a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_211b16e229539f1d173f07e3096ae23d = $(`&lt;div id=&quot;html_211b16e229539f1d173f07e3096ae23d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.12&lt;/div&gt;`)[0];\n",
              "                popup_5b1962d0a8dbef3fdb814cb8e736d9a9.setContent(html_211b16e229539f1d173f07e3096ae23d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_96dbd3916245f471f6dba272ed9dbdf4.bindPopup(popup_5b1962d0a8dbef3fdb814cb8e736d9a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a753512511689e9cfb33fa38db9db360 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_39ce5b6bacb43a79d05714c73643c4c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_28fac510e3b27480cbc7e915ea516c3c = $(`&lt;div id=&quot;html_28fac510e3b27480cbc7e915ea516c3c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.55&lt;/div&gt;`)[0];\n",
              "                popup_39ce5b6bacb43a79d05714c73643c4c3.setContent(html_28fac510e3b27480cbc7e915ea516c3c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a753512511689e9cfb33fa38db9db360.bindPopup(popup_39ce5b6bacb43a79d05714c73643c4c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_189084ddc9e8e2116ed7e3ab38ce350c = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2b2bff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2b2bff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_9dae14c72352dc5d3f54e914eec36b10 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0d69cfba451f746f7c6c6b7840ed1b7 = $(`&lt;div id=&quot;html_f0d69cfba451f746f7c6c6b7840ed1b7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 82.98&lt;/div&gt;`)[0];\n",
              "                popup_9dae14c72352dc5d3f54e914eec36b10.setContent(html_f0d69cfba451f746f7c6c6b7840ed1b7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_189084ddc9e8e2116ed7e3ab38ce350c.bindPopup(popup_9dae14c72352dc5d3f54e914eec36b10)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b3abb42fb7cacdbafcca4ea7460de7ab = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb9b9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb9b9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_40e379dfdc7526bee643109046129ef6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce0e43626855ad81a5da2a2d1166e716 = $(`&lt;div id=&quot;html_ce0e43626855ad81a5da2a2d1166e716&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 27.36&lt;/div&gt;`)[0];\n",
              "                popup_40e379dfdc7526bee643109046129ef6.setContent(html_ce0e43626855ad81a5da2a2d1166e716);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b3abb42fb7cacdbafcca4ea7460de7ab.bindPopup(popup_40e379dfdc7526bee643109046129ef6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d76fc8920d811ffe3b357485352e51e = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#afafffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#afafffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_5883492518c16625b0bb59439696db33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_406d7f7268c57e56f4e662b74917cd3b = $(`&lt;div id=&quot;html_406d7f7268c57e56f4e662b74917cd3b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -31.30&lt;/div&gt;`)[0];\n",
              "                popup_5883492518c16625b0bb59439696db33.setContent(html_406d7f7268c57e56f4e662b74917cd3b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d76fc8920d811ffe3b357485352e51e.bindPopup(popup_5883492518c16625b0bb59439696db33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_005fdfb5a2a37bfffb3473ec6362da2f = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff5f5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff5f5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_324e63f888db535ef79accec07f05c4a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0dfa02e47e84979df7fe71cacfa33daa = $(`&lt;div id=&quot;html_0dfa02e47e84979df7fe71cacfa33daa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.19&lt;/div&gt;`)[0];\n",
              "                popup_324e63f888db535ef79accec07f05c4a.setContent(html_0dfa02e47e84979df7fe71cacfa33daa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_005fdfb5a2a37bfffb3473ec6362da2f.bindPopup(popup_324e63f888db535ef79accec07f05c4a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_696e2f6f94088b69f8c58ee59b878f6c = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f2f2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f2f2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_fdeb152e6373f53aba949cf707cbd544 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_70b05c67ab0231c2765146547d189bc2 = $(`&lt;div id=&quot;html_70b05c67ab0231c2765146547d189bc2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.43&lt;/div&gt;`)[0];\n",
              "                popup_fdeb152e6373f53aba949cf707cbd544.setContent(html_70b05c67ab0231c2765146547d189bc2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_696e2f6f94088b69f8c58ee59b878f6c.bindPopup(popup_fdeb152e6373f53aba949cf707cbd544)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_afce4b5162615d4f459990a57cd2ab0a = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_0a34585dd5b936dc64a000aa3f33b4ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_34e2274f3abb2a234f8cc2f9aa016b98 = $(`&lt;div id=&quot;html_34e2274f3abb2a234f8cc2f9aa016b98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.54&lt;/div&gt;`)[0];\n",
              "                popup_0a34585dd5b936dc64a000aa3f33b4ed.setContent(html_34e2274f3abb2a234f8cc2f9aa016b98);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_afce4b5162615d4f459990a57cd2ab0a.bindPopup(popup_0a34585dd5b936dc64a000aa3f33b4ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_549ee9907fcff9d6e49d4ee1aee5725c = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff0f0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff0f0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_0d280fa688e375f42b41b8853a3229a8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_01f486306cbc2f41cd3283897e2c67f4 = $(`&lt;div id=&quot;html_01f486306cbc2f41cd3283897e2c67f4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.94&lt;/div&gt;`)[0];\n",
              "                popup_0d280fa688e375f42b41b8853a3229a8.setContent(html_01f486306cbc2f41cd3283897e2c67f4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_549ee9907fcff9d6e49d4ee1aee5725c.bindPopup(popup_0d280fa688e375f42b41b8853a3229a8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_acf7b4489dbb4d348d2c673d35a43a35 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f6f6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f6f6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_08b1aa38dfd1abb4bd0ded7d95a0cda9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39f4b7a14a171e5c90dd0a0040489f8d = $(`&lt;div id=&quot;html_39f4b7a14a171e5c90dd0a0040489f8d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.56&lt;/div&gt;`)[0];\n",
              "                popup_08b1aa38dfd1abb4bd0ded7d95a0cda9.setContent(html_39f4b7a14a171e5c90dd0a0040489f8d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_acf7b4489dbb4d348d2c673d35a43a35.bindPopup(popup_08b1aa38dfd1abb4bd0ded7d95a0cda9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d34805b69a486c9be387143763b9246b = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5f5fffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5f5fffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_f0a7360b058b45d794dc726d138ff1b6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9f8f64213f93b4341a455c1620e13702 = $(`&lt;div id=&quot;html_9f8f64213f93b4341a455c1620e13702&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -62.84&lt;/div&gt;`)[0];\n",
              "                popup_f0a7360b058b45d794dc726d138ff1b6.setContent(html_9f8f64213f93b4341a455c1620e13702);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d34805b69a486c9be387143763b9246b.bindPopup(popup_f0a7360b058b45d794dc726d138ff1b6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_21b6083639a7191f59f92117c56c4274 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_523bcc4c7058a6823f2fdecfe235906e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9fc771d2ae04560e63b9dd4f42ea3a89 = $(`&lt;div id=&quot;html_9fc771d2ae04560e63b9dd4f42ea3a89&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 112.45&lt;/div&gt;`)[0];\n",
              "                popup_523bcc4c7058a6823f2fdecfe235906e.setContent(html_9fc771d2ae04560e63b9dd4f42ea3a89);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_21b6083639a7191f59f92117c56c4274.bindPopup(popup_523bcc4c7058a6823f2fdecfe235906e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aeeadc77774a62efddf3c967a738850a = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d8d8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d8d8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_fba556b1fa39e36abde51600d1201b2f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eebdc7b40d90cf88f75c067c597cf926 = $(`&lt;div id=&quot;html_eebdc7b40d90cf88f75c067c597cf926&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.31&lt;/div&gt;`)[0];\n",
              "                popup_fba556b1fa39e36abde51600d1201b2f.setContent(html_eebdc7b40d90cf88f75c067c597cf926);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aeeadc77774a62efddf3c967a738850a.bindPopup(popup_fba556b1fa39e36abde51600d1201b2f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_af853fb7522918dee2abffccd070b422 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d7d7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d7d7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_ceeab888a7975e44a338eb8f27794c0c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fcfe610f8266b7d5a80d1b9e1b2a368d = $(`&lt;div id=&quot;html_fcfe610f8266b7d5a80d1b9e1b2a368d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.73&lt;/div&gt;`)[0];\n",
              "                popup_ceeab888a7975e44a338eb8f27794c0c.setContent(html_fcfe610f8266b7d5a80d1b9e1b2a368d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af853fb7522918dee2abffccd070b422.bindPopup(popup_ceeab888a7975e44a338eb8f27794c0c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2c5b11d7cc0cacb1c57c9f6e801b567b = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d2d2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d2d2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_d17c35b559e56a274fb7c81d2650cbb2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef3176312b5e9a4b901c22b3490ae071 = $(`&lt;div id=&quot;html_ef3176312b5e9a4b901c22b3490ae071&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.68&lt;/div&gt;`)[0];\n",
              "                popup_d17c35b559e56a274fb7c81d2650cbb2.setContent(html_ef3176312b5e9a4b901c22b3490ae071);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2c5b11d7cc0cacb1c57c9f6e801b567b.bindPopup(popup_d17c35b559e56a274fb7c81d2650cbb2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd3551c1bc790bb90a9f7f2ba79afed8 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffbbbbff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffbbbbff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_4078fd51536753a6eb6120ec097e37e9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_04a0203a03a7151c6676c13e92fc0df6 = $(`&lt;div id=&quot;html_04a0203a03a7151c6676c13e92fc0df6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: 26.81&lt;/div&gt;`)[0];\n",
              "                popup_4078fd51536753a6eb6120ec097e37e9.setContent(html_04a0203a03a7151c6676c13e92fc0df6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd3551c1bc790bb90a9f7f2ba79afed8.bindPopup(popup_4078fd51536753a6eb6120ec097e37e9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4f484ca3843777167b9f1705eeef13a8 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c1c1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c1c1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_73782bccb45e7224ac043736d4c1a026 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dcf84b67c3978a431352bdabff2da8fa = $(`&lt;div id=&quot;html_dcf84b67c3978a431352bdabff2da8fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -24.47&lt;/div&gt;`)[0];\n",
              "                popup_73782bccb45e7224ac043736d4c1a026.setContent(html_dcf84b67c3978a431352bdabff2da8fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4f484ca3843777167b9f1705eeef13a8.bindPopup(popup_73782bccb45e7224ac043736d4c1a026)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_188f3245fef392e5c08afcc4811302c0 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d7d7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d7d7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_ffc1da1c1b402f56d6438846e5c9129f);\n",
              "        \n",
              "    \n",
              "        var popup_d0ce7129d62c28480c6e7f025a1fc7f3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d8ca4fd6646a12fef6493387aa909905 = $(`&lt;div id=&quot;html_d8ca4fd6646a12fef6493387aa909905&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2011-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.73&lt;/div&gt;`)[0];\n",
              "                popup_d0ce7129d62c28480c6e7f025a1fc7f3.setContent(html_d8ca4fd6646a12fef6493387aa909905);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_188f3245fef392e5c08afcc4811302c0.bindPopup(popup_d0ce7129d62c28480c6e7f025a1fc7f3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_7b83db1574f3184eaae47465b2950960 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5b00a37fa75ceace5b55f9468ebedfbf = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_0a5aa459710ef77d2c8b457c0b7f5e54 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3774ab87f18eea60160ab7fd91fb1f2d = $(`&lt;div id=&quot;html_3774ab87f18eea60160ab7fd91fb1f2d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.00&lt;/div&gt;`)[0];\n",
              "                popup_0a5aa459710ef77d2c8b457c0b7f5e54.setContent(html_3774ab87f18eea60160ab7fd91fb1f2d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b00a37fa75ceace5b55f9468ebedfbf.bindPopup(popup_0a5aa459710ef77d2c8b457c0b7f5e54)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e941b2ac0b8093ef6391bd51e10ab47e = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe1e1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe1e1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_12ae9b96dccffad51e142835f814d28f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_773a3d37a4b1908728f1d88dcadfb184 = $(`&lt;div id=&quot;html_773a3d37a4b1908728f1d88dcadfb184&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 11.91&lt;/div&gt;`)[0];\n",
              "                popup_12ae9b96dccffad51e142835f814d28f.setContent(html_773a3d37a4b1908728f1d88dcadfb184);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e941b2ac0b8093ef6391bd51e10ab47e.bindPopup(popup_12ae9b96dccffad51e142835f814d28f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3c7edd4774e22ef6805461664f0719f6 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f3f3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f3f3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_4ce9086e6d28956a2bdf6328b99a1597 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8c413a7e21e9ed2bd6a86065a645760 = $(`&lt;div id=&quot;html_c8c413a7e21e9ed2bd6a86065a645760&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.98&lt;/div&gt;`)[0];\n",
              "                popup_4ce9086e6d28956a2bdf6328b99a1597.setContent(html_c8c413a7e21e9ed2bd6a86065a645760);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3c7edd4774e22ef6805461664f0719f6.bindPopup(popup_4ce9086e6d28956a2bdf6328b99a1597)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2454186eacf2815f8228d7296593bff3 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_331866b539b0db5206f0351bdf3b1fee = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6743dbc5011e6cf138b5e9c76f30426 = $(`&lt;div id=&quot;html_e6743dbc5011e6cf138b5e9c76f30426&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.38&lt;/div&gt;`)[0];\n",
              "                popup_331866b539b0db5206f0351bdf3b1fee.setContent(html_e6743dbc5011e6cf138b5e9c76f30426);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2454186eacf2815f8228d7296593bff3.bindPopup(popup_331866b539b0db5206f0351bdf3b1fee)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4b2d6556b5ac6f985f05a17601d54b19 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_36a6e1ae664709d16b6c376024546b8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fd318bb7de3bc3a5659077df3a51e360 = $(`&lt;div id=&quot;html_fd318bb7de3bc3a5659077df3a51e360&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 116.86&lt;/div&gt;`)[0];\n",
              "                popup_36a6e1ae664709d16b6c376024546b8b.setContent(html_fd318bb7de3bc3a5659077df3a51e360);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4b2d6556b5ac6f985f05a17601d54b19.bindPopup(popup_36a6e1ae664709d16b6c376024546b8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_967b080d6469c7e94596f16b450bb2ef = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d8d8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d8d8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_ffced83d72f2694c5cebfc1bf7f682c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_94709bc21c1110197efb3eb3aeaf4a4c = $(`&lt;div id=&quot;html_94709bc21c1110197efb3eb3aeaf4a4c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.25&lt;/div&gt;`)[0];\n",
              "                popup_ffced83d72f2694c5cebfc1bf7f682c7.setContent(html_94709bc21c1110197efb3eb3aeaf4a4c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_967b080d6469c7e94596f16b450bb2ef.bindPopup(popup_ffced83d72f2694c5cebfc1bf7f682c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_75720c9371295832f1fef56670e887cb = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f3f3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f3f3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_5813d8110e184e8a52770d83b1925176 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a4d6132594698e07be4a5fb546204b8 = $(`&lt;div id=&quot;html_1a4d6132594698e07be4a5fb546204b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.04&lt;/div&gt;`)[0];\n",
              "                popup_5813d8110e184e8a52770d83b1925176.setContent(html_1a4d6132594698e07be4a5fb546204b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_75720c9371295832f1fef56670e887cb.bindPopup(popup_5813d8110e184e8a52770d83b1925176)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4be60187940d5c5efda35d21765f6d19 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdadaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdadaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_ae872816e62c7892f71139bd63ca649e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2d514b0ab14fdc2edcbdf6255a35b390 = $(`&lt;div id=&quot;html_2d514b0ab14fdc2edcbdf6255a35b390&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 14.73&lt;/div&gt;`)[0];\n",
              "                popup_ae872816e62c7892f71139bd63ca649e.setContent(html_2d514b0ab14fdc2edcbdf6255a35b390);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4be60187940d5c5efda35d21765f6d19.bindPopup(popup_ae872816e62c7892f71139bd63ca649e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8539e4ab595355bb4a58231e4d8cbf19 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_cf14911d94e9480f4e14d3e58dc2c130 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5460b883d65c0de4f98c8be7ad09c08a = $(`&lt;div id=&quot;html_5460b883d65c0de4f98c8be7ad09c08a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.67&lt;/div&gt;`)[0];\n",
              "                popup_cf14911d94e9480f4e14d3e58dc2c130.setContent(html_5460b883d65c0de4f98c8be7ad09c08a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8539e4ab595355bb4a58231e4d8cbf19.bindPopup(popup_cf14911d94e9480f4e14d3e58dc2c130)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0449017606369c929572b45b1255a201 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_983e5c572e65864aa1bd0963b7c7253e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d90e0ab8ced5605aa1f9a5da1112b60e = $(`&lt;div id=&quot;html_d90e0ab8ced5605aa1f9a5da1112b60e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.56&lt;/div&gt;`)[0];\n",
              "                popup_983e5c572e65864aa1bd0963b7c7253e.setContent(html_d90e0ab8ced5605aa1f9a5da1112b60e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0449017606369c929572b45b1255a201.bindPopup(popup_983e5c572e65864aa1bd0963b7c7253e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e8db148a3b49b045d433a28cfaac0287 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdcdcff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdcdcff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_f566668a4a6e9cdb505d458f12e25f33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_07f6750b39a85d76a014aa8932cc0961 = $(`&lt;div id=&quot;html_07f6750b39a85d76a014aa8932cc0961&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.80&lt;/div&gt;`)[0];\n",
              "                popup_f566668a4a6e9cdb505d458f12e25f33.setContent(html_07f6750b39a85d76a014aa8932cc0961);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e8db148a3b49b045d433a28cfaac0287.bindPopup(popup_f566668a4a6e9cdb505d458f12e25f33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_26c5c13844b146db242148fd85ac6c31 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e5e5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e5e5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_99a9398974a9d0d544a14dae5657f920 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a43477e54e0853126eec969bfdbd3067 = $(`&lt;div id=&quot;html_a43477e54e0853126eec969bfdbd3067&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -10.41&lt;/div&gt;`)[0];\n",
              "                popup_99a9398974a9d0d544a14dae5657f920.setContent(html_a43477e54e0853126eec969bfdbd3067);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_26c5c13844b146db242148fd85ac6c31.bindPopup(popup_99a9398974a9d0d544a14dae5657f920)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_171285fc56679ebed4315f0ddf90e3dd = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff8f8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff8f8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_2efda1ee94603b77a61cd0838aba0420 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d136aad373d8938be0e4b98cb6db678f = $(`&lt;div id=&quot;html_d136aad373d8938be0e4b98cb6db678f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.08&lt;/div&gt;`)[0];\n",
              "                popup_2efda1ee94603b77a61cd0838aba0420.setContent(html_d136aad373d8938be0e4b98cb6db678f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_171285fc56679ebed4315f0ddf90e3dd.bindPopup(popup_2efda1ee94603b77a61cd0838aba0420)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fc53ebad2fe8d5a3f0e5d058b41813ad = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffafaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffafaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_de6a451f86b163613331685ef4d36e46 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1431c18578220178925a9237e06cb3cd = $(`&lt;div id=&quot;html_1431c18578220178925a9237e06cb3cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.33&lt;/div&gt;`)[0];\n",
              "                popup_de6a451f86b163613331685ef4d36e46.setContent(html_1431c18578220178925a9237e06cb3cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fc53ebad2fe8d5a3f0e5d058b41813ad.bindPopup(popup_de6a451f86b163613331685ef4d36e46)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a9a3c24842c85d93f5ba2c3d54221eb7 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffbebeff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffbebeff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_e1e163f41c23adde16f80ae1cd5d01f3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dccb2883b9700225bafa058e58f46dd0 = $(`&lt;div id=&quot;html_dccb2883b9700225bafa058e58f46dd0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 25.58&lt;/div&gt;`)[0];\n",
              "                popup_e1e163f41c23adde16f80ae1cd5d01f3.setContent(html_dccb2883b9700225bafa058e58f46dd0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a9a3c24842c85d93f5ba2c3d54221eb7.bindPopup(popup_e1e163f41c23adde16f80ae1cd5d01f3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e517285b5707bd6bb3ca6a74d854f6db = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#babaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#babaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_5ed3500850aff08506e7169bc9a0cc0d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bf37ccd17e31f8ca0fd9f9d571b43cf7 = $(`&lt;div id=&quot;html_bf37ccd17e31f8ca0fd9f9d571b43cf7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -27.11&lt;/div&gt;`)[0];\n",
              "                popup_5ed3500850aff08506e7169bc9a0cc0d.setContent(html_bf37ccd17e31f8ca0fd9f9d571b43cf7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e517285b5707bd6bb3ca6a74d854f6db.bindPopup(popup_5ed3500850aff08506e7169bc9a0cc0d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0c128a360e54ca6c64a58315198421b1 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ededffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ededffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_67e7512db552d71627e42c48e7d89948 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9b6194b62ce75607c6b2ef228a2421c = $(`&lt;div id=&quot;html_d9b6194b62ce75607c6b2ef228a2421c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.38&lt;/div&gt;`)[0];\n",
              "                popup_67e7512db552d71627e42c48e7d89948.setContent(html_d9b6194b62ce75607c6b2ef228a2421c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0c128a360e54ca6c64a58315198421b1.bindPopup(popup_67e7512db552d71627e42c48e7d89948)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63a320fa40648b4694fa2082b1893d3e = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f9f9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f9f9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_a01596aef60bfca8f3831371c642f411 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e493b577ff710fa4bdc120ed7478014 = $(`&lt;div id=&quot;html_4e493b577ff710fa4bdc120ed7478014&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.50&lt;/div&gt;`)[0];\n",
              "                popup_a01596aef60bfca8f3831371c642f411.setContent(html_4e493b577ff710fa4bdc120ed7478014);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63a320fa40648b4694fa2082b1893d3e.bindPopup(popup_a01596aef60bfca8f3831371c642f411)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b2df0940d357d4ec2d33c1e4d9c4ef58 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#acacffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#acacffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_05ee011c0b332b0ef802948e91adf231 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5d366a60dee6eb60eb584fd26957c509 = $(`&lt;div id=&quot;html_5d366a60dee6eb60eb584fd26957c509&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -32.67&lt;/div&gt;`)[0];\n",
              "                popup_05ee011c0b332b0ef802948e91adf231.setContent(html_5d366a60dee6eb60eb584fd26957c509);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b2df0940d357d4ec2d33c1e4d9c4ef58.bindPopup(popup_05ee011c0b332b0ef802948e91adf231)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8a8ef3585ed69b6c1e19f3a4aa20f6db = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fdfdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fdfdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_506f4f6cc29b5c39006ee9c38008d299 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2722d945da86b06d8fb90f7d57b8793d = $(`&lt;div id=&quot;html_2722d945da86b06d8fb90f7d57b8793d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.97&lt;/div&gt;`)[0];\n",
              "                popup_506f4f6cc29b5c39006ee9c38008d299.setContent(html_2722d945da86b06d8fb90f7d57b8793d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8a8ef3585ed69b6c1e19f3a4aa20f6db.bindPopup(popup_506f4f6cc29b5c39006ee9c38008d299)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fcdf65e702ccd165b8636bb51f080903 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdcdcff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdcdcff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_62101ae1e27e73f45cf9d5f99157d2cc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0dd3778f32479eee1495430d94511cf3 = $(`&lt;div id=&quot;html_0dd3778f32479eee1495430d94511cf3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.76&lt;/div&gt;`)[0];\n",
              "                popup_62101ae1e27e73f45cf9d5f99157d2cc.setContent(html_0dd3778f32479eee1495430d94511cf3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fcdf65e702ccd165b8636bb51f080903.bindPopup(popup_62101ae1e27e73f45cf9d5f99157d2cc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_346f970f7f6eb781f60f5f463f12502a = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_ffe0377a38a9bcab295c19f94b7faf33 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d33acf8d740d8087bb609bc03c939f7a = $(`&lt;div id=&quot;html_d33acf8d740d8087bb609bc03c939f7a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.50&lt;/div&gt;`)[0];\n",
              "                popup_ffe0377a38a9bcab295c19f94b7faf33.setContent(html_d33acf8d740d8087bb609bc03c939f7a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_346f970f7f6eb781f60f5f463f12502a.bindPopup(popup_ffe0377a38a9bcab295c19f94b7faf33)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_afca37b2b4ec4fea7f3127a3aba22f4d = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_65da6f09d6b8a787a74634dc09d3876d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_535815b1ed538d9eefbc2db452d90213 = $(`&lt;div id=&quot;html_535815b1ed538d9eefbc2db452d90213&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.47&lt;/div&gt;`)[0];\n",
              "                popup_65da6f09d6b8a787a74634dc09d3876d.setContent(html_535815b1ed538d9eefbc2db452d90213);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_afca37b2b4ec4fea7f3127a3aba22f4d.bindPopup(popup_65da6f09d6b8a787a74634dc09d3876d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_79ddd9d32529fd717711c578e6f0238b = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fcfcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fcfcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_e2872a9cd9cac43dec90d182ca6fe72d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2dc5d3fd8cce9055bbc79e157d22179b = $(`&lt;div id=&quot;html_2dc5d3fd8cce9055bbc79e157d22179b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.45&lt;/div&gt;`)[0];\n",
              "                popup_e2872a9cd9cac43dec90d182ca6fe72d.setContent(html_2dc5d3fd8cce9055bbc79e157d22179b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_79ddd9d32529fd717711c578e6f0238b.bindPopup(popup_e2872a9cd9cac43dec90d182ca6fe72d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d7b0b1f6cdc32fb8e40b95bc0ad559fe = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffadadff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffadadff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_f97d2a3c12ee75b7f84ad1d86524b8c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a17bb4904ac8879d37dccd858dae8383 = $(`&lt;div id=&quot;html_a17bb4904ac8879d37dccd858dae8383&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 32.27&lt;/div&gt;`)[0];\n",
              "                popup_f97d2a3c12ee75b7f84ad1d86524b8c7.setContent(html_a17bb4904ac8879d37dccd858dae8383);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d7b0b1f6cdc32fb8e40b95bc0ad559fe.bindPopup(popup_f97d2a3c12ee75b7f84ad1d86524b8c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5f9a88433b81ddf0e67aeef944e3e4fc = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb5b5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb5b5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_0443c47278cb1b625baf498038f33823 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_35fa676abee20ed97f5110a6c733dc86 = $(`&lt;div id=&quot;html_35fa676abee20ed97f5110a6c733dc86&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 29.16&lt;/div&gt;`)[0];\n",
              "                popup_0443c47278cb1b625baf498038f33823.setContent(html_35fa676abee20ed97f5110a6c733dc86);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5f9a88433b81ddf0e67aeef944e3e4fc.bindPopup(popup_0443c47278cb1b625baf498038f33823)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1c1e2b05aec470baf09ab61340a6a10b = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c9c9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c9c9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_1c2453f76a27b732a5c970bc806934f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_58b0102070b78f175138fb097536c783 = $(`&lt;div id=&quot;html_58b0102070b78f175138fb097536c783&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -21.42&lt;/div&gt;`)[0];\n",
              "                popup_1c2453f76a27b732a5c970bc806934f6.setContent(html_58b0102070b78f175138fb097536c783);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1c1e2b05aec470baf09ab61340a6a10b.bindPopup(popup_1c2453f76a27b732a5c970bc806934f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_621c324e4b8bea7d0cb34b3a003d6256 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd4d4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd4d4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_f3a4a82a3c7dd80b3cd9d143510fcfcf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_90cc0ac7c03cf2edd3a3ac284b5a1746 = $(`&lt;div id=&quot;html_90cc0ac7c03cf2edd3a3ac284b5a1746&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 17.05&lt;/div&gt;`)[0];\n",
              "                popup_f3a4a82a3c7dd80b3cd9d143510fcfcf.setContent(html_90cc0ac7c03cf2edd3a3ac284b5a1746);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_621c324e4b8bea7d0cb34b3a003d6256.bindPopup(popup_f3a4a82a3c7dd80b3cd9d143510fcfcf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cfd76f7d760f52af80cbc523d84ea6f3 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fbfbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fbfbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_a3c2923c74bebf59b8cdd467c9fb63b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a6d3c668c6e72624700ddfeb55d2faf = $(`&lt;div id=&quot;html_4a6d3c668c6e72624700ddfeb55d2faf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.85&lt;/div&gt;`)[0];\n",
              "                popup_a3c2923c74bebf59b8cdd467c9fb63b5.setContent(html_4a6d3c668c6e72624700ddfeb55d2faf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cfd76f7d760f52af80cbc523d84ea6f3.bindPopup(popup_a3c2923c74bebf59b8cdd467c9fb63b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7e745bd903ba46a868eac17ea91ed1e1 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe8e8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe8e8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_7ea993f59810b625646922b14633976a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d7ec9935ba8efb47f5fc92315cfea4df = $(`&lt;div id=&quot;html_d7ec9935ba8efb47f5fc92315cfea4df&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.04&lt;/div&gt;`)[0];\n",
              "                popup_7ea993f59810b625646922b14633976a.setContent(html_d7ec9935ba8efb47f5fc92315cfea4df);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7e745bd903ba46a868eac17ea91ed1e1.bindPopup(popup_7ea993f59810b625646922b14633976a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1a295bd11e97be5044153e2d9bf5c768 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdedeff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdedeff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_e7385f176df6e718f47d61b3b6ab6bf3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ca83c3f45eb323099cc963e2c8d061fb = $(`&lt;div id=&quot;html_ca83c3f45eb323099cc963e2c8d061fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.01&lt;/div&gt;`)[0];\n",
              "                popup_e7385f176df6e718f47d61b3b6ab6bf3.setContent(html_ca83c3f45eb323099cc963e2c8d061fb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1a295bd11e97be5044153e2d9bf5c768.bindPopup(popup_e7385f176df6e718f47d61b3b6ab6bf3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_208aaf0e031e4443b42bf9c3cf72532c = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ededffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ededffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_1bb27f23b3a0dd988702394adde9e1d5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c9c7e196f088fc531a17e069a22bc800 = $(`&lt;div id=&quot;html_c9c7e196f088fc531a17e069a22bc800&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.08&lt;/div&gt;`)[0];\n",
              "                popup_1bb27f23b3a0dd988702394adde9e1d5.setContent(html_c9c7e196f088fc531a17e069a22bc800);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_208aaf0e031e4443b42bf9c3cf72532c.bindPopup(popup_1bb27f23b3a0dd988702394adde9e1d5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6e1d59623f0c8f51a72ce1700cc832e0 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dadaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dadaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_8606a1f83b60c7b8a644b63341186009 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8efdd6af50ab9b5e6bf8e69b3b03ae3a = $(`&lt;div id=&quot;html_8efdd6af50ab9b5e6bf8e69b3b03ae3a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -14.62&lt;/div&gt;`)[0];\n",
              "                popup_8606a1f83b60c7b8a644b63341186009.setContent(html_8efdd6af50ab9b5e6bf8e69b3b03ae3a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6e1d59623f0c8f51a72ce1700cc832e0.bindPopup(popup_8606a1f83b60c7b8a644b63341186009)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ec59820f6a921e9207f675e6067664b0 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd0d0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd0d0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_58791dcb26d18e852afc4e684afb4b05 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_487a3dab60df96434c06d6c986d4b418 = $(`&lt;div id=&quot;html_487a3dab60df96434c06d6c986d4b418&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 18.46&lt;/div&gt;`)[0];\n",
              "                popup_58791dcb26d18e852afc4e684afb4b05.setContent(html_487a3dab60df96434c06d6c986d4b418);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ec59820f6a921e9207f675e6067664b0.bindPopup(popup_58791dcb26d18e852afc4e684afb4b05)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_821da4007d17a9a0b410528a41dc218d = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bdbdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bdbdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_316afe6e54920263a0007fc31687840d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0ff7f040f27cf091fbe04b0d3bca298d = $(`&lt;div id=&quot;html_0ff7f040f27cf091fbe04b0d3bca298d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -25.95&lt;/div&gt;`)[0];\n",
              "                popup_316afe6e54920263a0007fc31687840d.setContent(html_0ff7f040f27cf091fbe04b0d3bca298d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_821da4007d17a9a0b410528a41dc218d.bindPopup(popup_316afe6e54920263a0007fc31687840d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8ceb11a2b5f56c34c5fadc50e75623ec = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_e88080e2c2fbfbc40a488c3d1d65b0bb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8c869a45029f272b370f0ad02c85373f = $(`&lt;div id=&quot;html_8c869a45029f272b370f0ad02c85373f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.09&lt;/div&gt;`)[0];\n",
              "                popup_e88080e2c2fbfbc40a488c3d1d65b0bb.setContent(html_8c869a45029f272b370f0ad02c85373f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8ceb11a2b5f56c34c5fadc50e75623ec.bindPopup(popup_e88080e2c2fbfbc40a488c3d1d65b0bb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_713370fcc72431a94fb7b11c9be6ca15 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_896f004e3d27ddcfba050f331bb01450 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c7c7fc3c8cac531df3f8a3da988d93dd = $(`&lt;div id=&quot;html_c7c7fc3c8cac531df3f8a3da988d93dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.05&lt;/div&gt;`)[0];\n",
              "                popup_896f004e3d27ddcfba050f331bb01450.setContent(html_c7c7fc3c8cac531df3f8a3da988d93dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_713370fcc72431a94fb7b11c9be6ca15.bindPopup(popup_896f004e3d27ddcfba050f331bb01450)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8729354360964c424c4933a89a277d62 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_31b1209fa918174e62356c93c7d3a7af = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9059554e07e54845e638462a63617278 = $(`&lt;div id=&quot;html_9059554e07e54845e638462a63617278&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.48&lt;/div&gt;`)[0];\n",
              "                popup_31b1209fa918174e62356c93c7d3a7af.setContent(html_9059554e07e54845e638462a63617278);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8729354360964c424c4933a89a277d62.bindPopup(popup_31b1209fa918174e62356c93c7d3a7af)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_00121e120ee3eee07c9a2a3e3d15a3da = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f4f4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f4f4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_0bd90e2327e287fd4c9359196bde2065 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff5052552c8005ed28eb33fd353f4e64 = $(`&lt;div id=&quot;html_ff5052552c8005ed28eb33fd353f4e64&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.32&lt;/div&gt;`)[0];\n",
              "                popup_0bd90e2327e287fd4c9359196bde2065.setContent(html_ff5052552c8005ed28eb33fd353f4e64);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_00121e120ee3eee07c9a2a3e3d15a3da.bindPopup(popup_0bd90e2327e287fd4c9359196bde2065)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b1ef813da865c1fd56e62f19e4a14ea2 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cbcbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cbcbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_7b83db1574f3184eaae47465b2950960);\n",
              "        \n",
              "    \n",
              "        var popup_4c70eb9467a5770412f833925e21020b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_342930816ea104fdc2520e8996ebbee9 = $(`&lt;div id=&quot;html_342930816ea104fdc2520e8996ebbee9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2012-01-01 00:00:00&lt;br&gt;Incidence Difference: -20.32&lt;/div&gt;`)[0];\n",
              "                popup_4c70eb9467a5770412f833925e21020b.setContent(html_342930816ea104fdc2520e8996ebbee9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b1ef813da865c1fd56e62f19e4a14ea2.bindPopup(popup_4c70eb9467a5770412f833925e21020b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_42b2cd682614a50d60be439cf17ff401 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_375bdb0e813d6850f2866401492464ff = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_be95fff0649e216c14a6fab776188cf9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ec330f8a22f4e126dc2efec9e7bcd091 = $(`&lt;div id=&quot;html_ec330f8a22f4e126dc2efec9e7bcd091&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.00&lt;/div&gt;`)[0];\n",
              "                popup_be95fff0649e216c14a6fab776188cf9.setContent(html_ec330f8a22f4e126dc2efec9e7bcd091);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_375bdb0e813d6850f2866401492464ff.bindPopup(popup_be95fff0649e216c14a6fab776188cf9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_006fc8c6547833ccbeaff80ca9d8c07c = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_455f26c3e1715d0ba1833eb8780b061e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_261a305e2642355df36855d2224696c8 = $(`&lt;div id=&quot;html_261a305e2642355df36855d2224696c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.94&lt;/div&gt;`)[0];\n",
              "                popup_455f26c3e1715d0ba1833eb8780b061e.setContent(html_261a305e2642355df36855d2224696c8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_006fc8c6547833ccbeaff80ca9d8c07c.bindPopup(popup_455f26c3e1715d0ba1833eb8780b061e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0594264e2db194155dfcde7fa698a945 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff1f1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff1f1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_d206d9655c9e21d55e6c09b743033dc3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_74ce06e5b9a95ed9a4f98aedf3c806a7 = $(`&lt;div id=&quot;html_74ce06e5b9a95ed9a4f98aedf3c806a7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.68&lt;/div&gt;`)[0];\n",
              "                popup_d206d9655c9e21d55e6c09b743033dc3.setContent(html_74ce06e5b9a95ed9a4f98aedf3c806a7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0594264e2db194155dfcde7fa698a945.bindPopup(popup_d206d9655c9e21d55e6c09b743033dc3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ef7799d51121c49ec33be72f237e4698 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_42fa16b54660a98eb40d31ae59608a04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_51cf8a5a10781319111b6d8a16433225 = $(`&lt;div id=&quot;html_51cf8a5a10781319111b6d8a16433225&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.06&lt;/div&gt;`)[0];\n",
              "                popup_42fa16b54660a98eb40d31ae59608a04.setContent(html_51cf8a5a10781319111b6d8a16433225);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ef7799d51121c49ec33be72f237e4698.bindPopup(popup_42fa16b54660a98eb40d31ae59608a04)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cd912f92686fb92c83f95ff13aea3b82 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa7a7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa7a7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_5342681e0df0d9ce6c4885216bcee3fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b51e909d3c8730ea98c984bf1ae0d22c = $(`&lt;div id=&quot;html_b51e909d3c8730ea98c984bf1ae0d22c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 34.75&lt;/div&gt;`)[0];\n",
              "                popup_5342681e0df0d9ce6c4885216bcee3fb.setContent(html_b51e909d3c8730ea98c984bf1ae0d22c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cd912f92686fb92c83f95ff13aea3b82.bindPopup(popup_5342681e0df0d9ce6c4885216bcee3fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_abb31179140d7a35f6b9c70b14c14e67 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c5c5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c5c5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_b2c97fdbe6b018e8f52f71e34a796068 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8bbfed8801ef6a6e2da3e898debeada2 = $(`&lt;div id=&quot;html_8bbfed8801ef6a6e2da3e898debeada2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -23.04&lt;/div&gt;`)[0];\n",
              "                popup_b2c97fdbe6b018e8f52f71e34a796068.setContent(html_8bbfed8801ef6a6e2da3e898debeada2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_abb31179140d7a35f6b9c70b14c14e67.bindPopup(popup_b2c97fdbe6b018e8f52f71e34a796068)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_577c91ecc5196c888afbd9473813ab8c = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cdcdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cdcdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_e1f135d43dd53b8d800f5a2d2ee3965f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c370716e087eb04d84ce8fde925e8391 = $(`&lt;div id=&quot;html_c370716e087eb04d84ce8fde925e8391&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -19.77&lt;/div&gt;`)[0];\n",
              "                popup_e1f135d43dd53b8d800f5a2d2ee3965f.setContent(html_c370716e087eb04d84ce8fde925e8391);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_577c91ecc5196c888afbd9473813ab8c.bindPopup(popup_e1f135d43dd53b8d800f5a2d2ee3965f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9d4b5eae68c78ceb0f60517835291421 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd4d4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd4d4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_8d906a74b16bdd077170c92b4bc79165 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dde1d4dcb235e8c87361c80841aadf48 = $(`&lt;div id=&quot;html_dde1d4dcb235e8c87361c80841aadf48&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 17.01&lt;/div&gt;`)[0];\n",
              "                popup_8d906a74b16bdd077170c92b4bc79165.setContent(html_dde1d4dcb235e8c87361c80841aadf48);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9d4b5eae68c78ceb0f60517835291421.bindPopup(popup_8d906a74b16bdd077170c92b4bc79165)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2878a04102ab2812f4acb8667059bde0 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f6f6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f6f6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_13a97db2c6c4c43663bbd67fdb537c8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f0f923eeea735915ebdf9fbd02225250 = $(`&lt;div id=&quot;html_f0f923eeea735915ebdf9fbd02225250&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.58&lt;/div&gt;`)[0];\n",
              "                popup_13a97db2c6c4c43663bbd67fdb537c8d.setContent(html_f0f923eeea735915ebdf9fbd02225250);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2878a04102ab2812f4acb8667059bde0.bindPopup(popup_13a97db2c6c4c43663bbd67fdb537c8d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f0f7ae7aa25ee4d2fbfd6b3a87046c55 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eaeaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eaeaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_f84378ac3b5e926d88d604f19a6fa306 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9c98bc27205562bb9de554e41311f204 = $(`&lt;div id=&quot;html_9c98bc27205562bb9de554e41311f204&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -8.37&lt;/div&gt;`)[0];\n",
              "                popup_f84378ac3b5e926d88d604f19a6fa306.setContent(html_9c98bc27205562bb9de554e41311f204);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f0f7ae7aa25ee4d2fbfd6b3a87046c55.bindPopup(popup_f84378ac3b5e926d88d604f19a6fa306)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dd05ccdbbb267ed1fd0d59daa07aab85 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe1e1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe1e1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_ff59bf0510546453f23480eec4a7ad5d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_14579f6cb5a8c83a78c3989126fb2003 = $(`&lt;div id=&quot;html_14579f6cb5a8c83a78c3989126fb2003&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 12.00&lt;/div&gt;`)[0];\n",
              "                popup_ff59bf0510546453f23480eec4a7ad5d.setContent(html_14579f6cb5a8c83a78c3989126fb2003);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dd05ccdbbb267ed1fd0d59daa07aab85.bindPopup(popup_ff59bf0510546453f23480eec4a7ad5d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7b9c4a477316de3bb7679718532a5f9c = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f1f1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f1f1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_e7ca259dc9c3fbdcf0ea3c08b838b732 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b148d338743670170f7f314e187351cf = $(`&lt;div id=&quot;html_b148d338743670170f7f314e187351cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.65&lt;/div&gt;`)[0];\n",
              "                popup_e7ca259dc9c3fbdcf0ea3c08b838b732.setContent(html_b148d338743670170f7f314e187351cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7b9c4a477316de3bb7679718532a5f9c.bindPopup(popup_e7ca259dc9c3fbdcf0ea3c08b838b732)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fea3e119a787c553e93933077049863e = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff7f7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff7f7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_341643dd33df65ce5b02a66c48014a45 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_489c9149b0c98ca55287760552db37c4 = $(`&lt;div id=&quot;html_489c9149b0c98ca55287760552db37c4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.47&lt;/div&gt;`)[0];\n",
              "                popup_341643dd33df65ce5b02a66c48014a45.setContent(html_489c9149b0c98ca55287760552db37c4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fea3e119a787c553e93933077049863e.bindPopup(popup_341643dd33df65ce5b02a66c48014a45)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cde7f337785fe857edadb8a934d020fb = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_d7ed8a34cbad06a7de4e6b0180d54dfc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_263d9729f60d8ec8f03be8ee51d07077 = $(`&lt;div id=&quot;html_263d9729f60d8ec8f03be8ee51d07077&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.86&lt;/div&gt;`)[0];\n",
              "                popup_d7ed8a34cbad06a7de4e6b0180d54dfc.setContent(html_263d9729f60d8ec8f03be8ee51d07077);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cde7f337785fe857edadb8a934d020fb.bindPopup(popup_d7ed8a34cbad06a7de4e6b0180d54dfc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8ca2925fb1bf1e625b4ed6c376a0ff9e = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe0e0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe0e0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_d7d7015632cb4d5625ec10bb7e0a821d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_983fd7d5ffa6943401641e1fabdf30f3 = $(`&lt;div id=&quot;html_983fd7d5ffa6943401641e1fabdf30f3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 12.15&lt;/div&gt;`)[0];\n",
              "                popup_d7d7015632cb4d5625ec10bb7e0a821d.setContent(html_983fd7d5ffa6943401641e1fabdf30f3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8ca2925fb1bf1e625b4ed6c376a0ff9e.bindPopup(popup_d7d7015632cb4d5625ec10bb7e0a821d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e7a1bbd74256fd99a99674a89bb1a2e4 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9797ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9797ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_61b580288d2394381b2a27bc6082517f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_46665af48a58aef8284256b5a0d511ea = $(`&lt;div id=&quot;html_46665af48a58aef8284256b5a0d511ea&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -40.68&lt;/div&gt;`)[0];\n",
              "                popup_61b580288d2394381b2a27bc6082517f.setContent(html_46665af48a58aef8284256b5a0d511ea);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e7a1bbd74256fd99a99674a89bb1a2e4.bindPopup(popup_61b580288d2394381b2a27bc6082517f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e1ac94858ffbee153ad1eac8a8e83f1c = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ebebffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ebebffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_1d2566d84e6a0b7f465a9b8519b03199 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f77edb2eb212b0e2a2156032e0ac9c30 = $(`&lt;div id=&quot;html_f77edb2eb212b0e2a2156032e0ac9c30&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -8.13&lt;/div&gt;`)[0];\n",
              "                popup_1d2566d84e6a0b7f465a9b8519b03199.setContent(html_f77edb2eb212b0e2a2156032e0ac9c30);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e1ac94858ffbee153ad1eac8a8e83f1c.bindPopup(popup_1d2566d84e6a0b7f465a9b8519b03199)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_088bfb7c297d8ffe1ae9d5dffbc8d0a3 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff4f4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff4f4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_3fd283f04951f787116e5522d4eafdd6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e8c36bb283d159be00f7567f47ed3a77 = $(`&lt;div id=&quot;html_e8c36bb283d159be00f7567f47ed3a77&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.61&lt;/div&gt;`)[0];\n",
              "                popup_3fd283f04951f787116e5522d4eafdd6.setContent(html_e8c36bb283d159be00f7567f47ed3a77);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_088bfb7c297d8ffe1ae9d5dffbc8d0a3.bindPopup(popup_3fd283f04951f787116e5522d4eafdd6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9ca81ec12d8df1bd80bdf92ef6e3e8d0 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d1d1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d1d1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_5c4cbaa1ff13092653a6b7a72ad77d74 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_db8e05e86e6c573a26578d8c3f7e10d1 = $(`&lt;div id=&quot;html_db8e05e86e6c573a26578d8c3f7e10d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -18.02&lt;/div&gt;`)[0];\n",
              "                popup_5c4cbaa1ff13092653a6b7a72ad77d74.setContent(html_db8e05e86e6c573a26578d8c3f7e10d1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9ca81ec12d8df1bd80bdf92ef6e3e8d0.bindPopup(popup_5c4cbaa1ff13092653a6b7a72ad77d74)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7360cecb9511ee25a726b2cec46919a9 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_b18059bbd4ad44236693ad41714cf391 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba145f178c803e95a2a2e2c02917d626 = $(`&lt;div id=&quot;html_ba145f178c803e95a2a2e2c02917d626&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.29&lt;/div&gt;`)[0];\n",
              "                popup_b18059bbd4ad44236693ad41714cf391.setContent(html_ba145f178c803e95a2a2e2c02917d626);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7360cecb9511ee25a726b2cec46919a9.bindPopup(popup_b18059bbd4ad44236693ad41714cf391)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3cd1088abd55cf7aabf1815de15da3fa = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff5f5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff5f5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_772b26c5042c4274227c665951f3ae05 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6bc7643e19e4f45d775d7fe728a8a884 = $(`&lt;div id=&quot;html_6bc7643e19e4f45d775d7fe728a8a884&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.26&lt;/div&gt;`)[0];\n",
              "                popup_772b26c5042c4274227c665951f3ae05.setContent(html_6bc7643e19e4f45d775d7fe728a8a884);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3cd1088abd55cf7aabf1815de15da3fa.bindPopup(popup_772b26c5042c4274227c665951f3ae05)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b5d757d170f28bbcdaccc54d463b1b2 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e2e2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e2e2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_bb81acffe9b0ae95e59002b5b233c54d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3da062f701e37272505db4aeba12a0a6 = $(`&lt;div id=&quot;html_3da062f701e37272505db4aeba12a0a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -11.37&lt;/div&gt;`)[0];\n",
              "                popup_bb81acffe9b0ae95e59002b5b233c54d.setContent(html_3da062f701e37272505db4aeba12a0a6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b5d757d170f28bbcdaccc54d463b1b2.bindPopup(popup_bb81acffe9b0ae95e59002b5b233c54d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_13c72c290f8b6c59c020b39c65e639ba = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff2f2ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff2f2ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_15e8a8381eb6d15e35ae892275b08012 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0709dc1e24e9430b01e7fb5e73b6cdb1 = $(`&lt;div id=&quot;html_0709dc1e24e9430b01e7fb5e73b6cdb1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.21&lt;/div&gt;`)[0];\n",
              "                popup_15e8a8381eb6d15e35ae892275b08012.setContent(html_0709dc1e24e9430b01e7fb5e73b6cdb1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_13c72c290f8b6c59c020b39c65e639ba.bindPopup(popup_15e8a8381eb6d15e35ae892275b08012)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3d0666ae611f26d137c87204c75d8eef = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_45e5210ab41d7bf22e462039e6993414 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_abe6210974c9228430c25e7d8ccacde6 = $(`&lt;div id=&quot;html_abe6210974c9228430c25e7d8ccacde6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.15&lt;/div&gt;`)[0];\n",
              "                popup_45e5210ab41d7bf22e462039e6993414.setContent(html_abe6210974c9228430c25e7d8ccacde6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3d0666ae611f26d137c87204c75d8eef.bindPopup(popup_45e5210ab41d7bf22e462039e6993414)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_291b8d260f98828fe299d62dcde1e5c3 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd5d5ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd5d5ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_34c7a63ee4f2c2cd24852b81fffed0fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_84a5252e9e243197f1f563139fa21721 = $(`&lt;div id=&quot;html_84a5252e9e243197f1f563139fa21721&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 16.68&lt;/div&gt;`)[0];\n",
              "                popup_34c7a63ee4f2c2cd24852b81fffed0fb.setContent(html_84a5252e9e243197f1f563139fa21721);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_291b8d260f98828fe299d62dcde1e5c3.bindPopup(popup_34c7a63ee4f2c2cd24852b81fffed0fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8494773c8627b90ebc379db7570d9065 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff3434ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff3434ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_4d1c90fbb0ee74b905f0a8c877ed03c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ef21a3460954bd114989fbf08c5c621a = $(`&lt;div id=&quot;html_ef21a3460954bd114989fbf08c5c621a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 79.47&lt;/div&gt;`)[0];\n",
              "                popup_4d1c90fbb0ee74b905f0a8c877ed03c2.setContent(html_ef21a3460954bd114989fbf08c5c621a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8494773c8627b90ebc379db7570d9065.bindPopup(popup_4d1c90fbb0ee74b905f0a8c877ed03c2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ad0a9b3a9da14901babda9a217f40148 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dcdcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dcdcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_aa9db070d3351b5bef157c99d160c65c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e495f40f86182909a1b0ecfd653be692 = $(`&lt;div id=&quot;html_e495f40f86182909a1b0ecfd653be692&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.94&lt;/div&gt;`)[0];\n",
              "                popup_aa9db070d3351b5bef157c99d160c65c.setContent(html_e495f40f86182909a1b0ecfd653be692);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ad0a9b3a9da14901babda9a217f40148.bindPopup(popup_aa9db070d3351b5bef157c99d160c65c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_401ab82d11635ed409d87f79285a439e = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff4f4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff4f4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_c1e5595e3180c434854fc440960f2026 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_412f4e5bff7bbdef79b0ae0eb8fe72c9 = $(`&lt;div id=&quot;html_412f4e5bff7bbdef79b0ae0eb8fe72c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.60&lt;/div&gt;`)[0];\n",
              "                popup_c1e5595e3180c434854fc440960f2026.setContent(html_412f4e5bff7bbdef79b0ae0eb8fe72c9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_401ab82d11635ed409d87f79285a439e.bindPopup(popup_c1e5595e3180c434854fc440960f2026)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cb4c29134bbf80083a24a8385be714f4 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff0f0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff0f0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_3cbdf073e1fa0193b9519c0eba31c867 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a487cd011c0de43c9ec9236d544d24ad = $(`&lt;div id=&quot;html_a487cd011c0de43c9ec9236d544d24ad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 6.20&lt;/div&gt;`)[0];\n",
              "                popup_3cbdf073e1fa0193b9519c0eba31c867.setContent(html_a487cd011c0de43c9ec9236d544d24ad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cb4c29134bbf80083a24a8385be714f4.bindPopup(popup_3cbdf073e1fa0193b9519c0eba31c867)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d4617cc48f83a1687ff20004a7621a06 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffbfbff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffbfbff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_905619d90826b9c70a08c432e3d64fa1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d783241b58ee85cf1565d46f126886db = $(`&lt;div id=&quot;html_d783241b58ee85cf1565d46f126886db&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 1.72&lt;/div&gt;`)[0];\n",
              "                popup_905619d90826b9c70a08c432e3d64fa1.setContent(html_d783241b58ee85cf1565d46f126886db);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d4617cc48f83a1687ff20004a7621a06.bindPopup(popup_905619d90826b9c70a08c432e3d64fa1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_63d64a08ca723411e7f5cbbfaad5c125 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffeaeaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffeaeaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_2dcb3bc033ef5fdd07cfcfd327244da6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_94c6ac70da5d4944ad83803f931c74e8 = $(`&lt;div id=&quot;html_94c6ac70da5d4944ad83803f931c74e8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.40&lt;/div&gt;`)[0];\n",
              "                popup_2dcb3bc033ef5fdd07cfcfd327244da6.setContent(html_94c6ac70da5d4944ad83803f931c74e8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_63d64a08ca723411e7f5cbbfaad5c125.bindPopup(popup_2dcb3bc033ef5fdd07cfcfd327244da6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_beca1743b1f2562c267b721cdab9e0cf = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d2d2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d2d2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_82360636af044faad2775dfdf7cc07c0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b402f320b9d41d4a17755d20593112ad = $(`&lt;div id=&quot;html_b402f320b9d41d4a17755d20593112ad&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -17.83&lt;/div&gt;`)[0];\n",
              "                popup_82360636af044faad2775dfdf7cc07c0.setContent(html_b402f320b9d41d4a17755d20593112ad);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_beca1743b1f2562c267b721cdab9e0cf.bindPopup(popup_82360636af044faad2775dfdf7cc07c0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b034f4ce507ccf9507a0b615e23fd22b = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e7e7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e7e7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_58f8f2f01ac1ea441d154756c84f689f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_556c06d31a91ae8b12d0b67894cd4cae = $(`&lt;div id=&quot;html_556c06d31a91ae8b12d0b67894cd4cae&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.58&lt;/div&gt;`)[0];\n",
              "                popup_58f8f2f01ac1ea441d154756c84f689f.setContent(html_556c06d31a91ae8b12d0b67894cd4cae);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b034f4ce507ccf9507a0b615e23fd22b.bindPopup(popup_58f8f2f01ac1ea441d154756c84f689f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4617f077b21c44c58e9111810109deaa = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_aa7dff19fe95a38d1ab415bb0d180131 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0ebae553a4993425209452c8582a290 = $(`&lt;div id=&quot;html_e0ebae553a4993425209452c8582a290&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.45&lt;/div&gt;`)[0];\n",
              "                popup_aa7dff19fe95a38d1ab415bb0d180131.setContent(html_e0ebae553a4993425209452c8582a290);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4617f077b21c44c58e9111810109deaa.bindPopup(popup_aa7dff19fe95a38d1ab415bb0d180131)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1d90693a780c3386c70e04051cb1220a = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d1d1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d1d1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_40a92137850378177ff1db51227f5d6f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3d3e5e3ceb74d38888f1b0b1f2978c2a = $(`&lt;div id=&quot;html_3d3e5e3ceb74d38888f1b0b1f2978c2a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -18.00&lt;/div&gt;`)[0];\n",
              "                popup_40a92137850378177ff1db51227f5d6f.setContent(html_3d3e5e3ceb74d38888f1b0b1f2978c2a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1d90693a780c3386c70e04051cb1220a.bindPopup(popup_40a92137850378177ff1db51227f5d6f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cbdab063e89d878d0e41ab6c40a86707 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff0f0ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff0f0ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_f3a0bd6004675f9faeaeb8b4aecd75e7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c588d6a7bae27c48badc7cf49d78987 = $(`&lt;div id=&quot;html_5c588d6a7bae27c48badc7cf49d78987&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.87&lt;/div&gt;`)[0];\n",
              "                popup_f3a0bd6004675f9faeaeb8b4aecd75e7.setContent(html_5c588d6a7bae27c48badc7cf49d78987);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cbdab063e89d878d0e41ab6c40a86707.bindPopup(popup_f3a0bd6004675f9faeaeb8b4aecd75e7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_802abad4933ce56cfcd8c9d0e18d5a6e = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffaaaaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffaaaaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_e617121c57d6d634ba8c27ff6e8c3512 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_730384f0013bbfa04f551bf19b66001e = $(`&lt;div id=&quot;html_730384f0013bbfa04f551bf19b66001e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 33.26&lt;/div&gt;`)[0];\n",
              "                popup_e617121c57d6d634ba8c27ff6e8c3512.setContent(html_730384f0013bbfa04f551bf19b66001e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_802abad4933ce56cfcd8c9d0e18d5a6e.bindPopup(popup_e617121c57d6d634ba8c27ff6e8c3512)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b2fd9c4aa1434524d8519b9f7998a6df = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aaaaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aaaaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_b4a19d36647b5ee715d121bc465c5c86 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39fe030029acb8e3e08b5aa665152018 = $(`&lt;div id=&quot;html_39fe030029acb8e3e08b5aa665152018&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -33.55&lt;/div&gt;`)[0];\n",
              "                popup_b4a19d36647b5ee715d121bc465c5c86.setContent(html_39fe030029acb8e3e08b5aa665152018);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b2fd9c4aa1434524d8519b9f7998a6df.bindPopup(popup_b4a19d36647b5ee715d121bc465c5c86)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2be3dc2b52b4309ec20c5a040c89d043 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff2f2ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff2f2ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_8a278c560aa1d4e77f9a609ce0993d0c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_81b1d744d467f3c89a9dd65c0b9bcaf7 = $(`&lt;div id=&quot;html_81b1d744d467f3c89a9dd65c0b9bcaf7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.43&lt;/div&gt;`)[0];\n",
              "                popup_8a278c560aa1d4e77f9a609ce0993d0c.setContent(html_81b1d744d467f3c89a9dd65c0b9bcaf7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2be3dc2b52b4309ec20c5a040c89d043.bindPopup(popup_8a278c560aa1d4e77f9a609ce0993d0c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e3d7e0d491fce0187e9c02e56a539362 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#efefffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#efefffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_42b2cd682614a50d60be439cf17ff401);\n",
              "        \n",
              "    \n",
              "        var popup_a3cf07f416abee50b274238c9522a6ed = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b443a9f469c67fbeccbed5aeed4e7dcd = $(`&lt;div id=&quot;html_b443a9f469c67fbeccbed5aeed4e7dcd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2013-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.36&lt;/div&gt;`)[0];\n",
              "                popup_a3cf07f416abee50b274238c9522a6ed.setContent(html_b443a9f469c67fbeccbed5aeed4e7dcd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e3d7e0d491fce0187e9c02e56a539362.bindPopup(popup_a3cf07f416abee50b274238c9522a6ed)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_19d447cd0387cc0576dad6d12f5421d8 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_2bddbee181d03d516d457f97a5ae2e6c = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_c23f0184ce0e055ffe763f700e746047 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_df63c4a0b28879ca513007d2ab49b170 = $(`&lt;div id=&quot;html_df63c4a0b28879ca513007d2ab49b170&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.00&lt;/div&gt;`)[0];\n",
              "                popup_c23f0184ce0e055ffe763f700e746047.setContent(html_df63c4a0b28879ca513007d2ab49b170);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2bddbee181d03d516d457f97a5ae2e6c.bindPopup(popup_c23f0184ce0e055ffe763f700e746047)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8c2fe8b36243f1f0169e616f16445461 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_9830c8afb63e9a368f100e88ba62cef0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_df8782809381c3797618420890213248 = $(`&lt;div id=&quot;html_df8782809381c3797618420890213248&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.50&lt;/div&gt;`)[0];\n",
              "                popup_9830c8afb63e9a368f100e88ba62cef0.setContent(html_df8782809381c3797618420890213248);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8c2fe8b36243f1f0169e616f16445461.bindPopup(popup_9830c8afb63e9a368f100e88ba62cef0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_53ac52c15a97e3a6e867f5cd2503ef8b = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffafaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffafaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_118c20fa6944fdb4c9d62082a13298de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a0875f9b128da8c116c0eae23b21f671 = $(`&lt;div id=&quot;html_a0875f9b128da8c116c0eae23b21f671&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.20&lt;/div&gt;`)[0];\n",
              "                popup_118c20fa6944fdb4c9d62082a13298de.setContent(html_a0875f9b128da8c116c0eae23b21f671);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_53ac52c15a97e3a6e867f5cd2503ef8b.bindPopup(popup_118c20fa6944fdb4c9d62082a13298de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_87ec6b45478e5b2bcac94e809d78da87 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_620422e5da0d400176f931e9071fe58a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_550b4726cb9ba7b1cbd1bef1947406c9 = $(`&lt;div id=&quot;html_550b4726cb9ba7b1cbd1bef1947406c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.15&lt;/div&gt;`)[0];\n",
              "                popup_620422e5da0d400176f931e9071fe58a.setContent(html_550b4726cb9ba7b1cbd1bef1947406c9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_87ec6b45478e5b2bcac94e809d78da87.bindPopup(popup_620422e5da0d400176f931e9071fe58a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0817054c24b8a5f3b175f55096c729c3 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd7d7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd7d7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_693d2aa6c9285d3708d4fe41fc817588 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6b16f8e4730551c3ccbc2197740c9448 = $(`&lt;div id=&quot;html_6b16f8e4730551c3ccbc2197740c9448&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 15.63&lt;/div&gt;`)[0];\n",
              "                popup_693d2aa6c9285d3708d4fe41fc817588.setContent(html_6b16f8e4730551c3ccbc2197740c9448);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0817054c24b8a5f3b175f55096c729c3.bindPopup(popup_693d2aa6c9285d3708d4fe41fc817588)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8ddd5f32f2385be0123a77a9c6319f63 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#aeaeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#aeaeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_207ac2ea3205db1efdd3699b19e26ee2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_46e61bbc740a32ac9fe755906bf737aa = $(`&lt;div id=&quot;html_46e61bbc740a32ac9fe755906bf737aa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -31.96&lt;/div&gt;`)[0];\n",
              "                popup_207ac2ea3205db1efdd3699b19e26ee2.setContent(html_46e61bbc740a32ac9fe755906bf737aa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8ddd5f32f2385be0123a77a9c6319f63.bindPopup(popup_207ac2ea3205db1efdd3699b19e26ee2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_010f9511a330991fa0b38627188bfeab = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_22997cf4f5097b698f6aca0e67134c48 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1621816c50b28b1d2af1a08e881d5ba7 = $(`&lt;div id=&quot;html_1621816c50b28b1d2af1a08e881d5ba7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.26&lt;/div&gt;`)[0];\n",
              "                popup_22997cf4f5097b698f6aca0e67134c48.setContent(html_1621816c50b28b1d2af1a08e881d5ba7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_010f9511a330991fa0b38627188bfeab.bindPopup(popup_22997cf4f5097b698f6aca0e67134c48)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_70e795084918db2dab07b3b39ee11f21 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_f5c474a17b64ff2e9599912575652e7e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3875a41f84a638b8c0bac31d06b19839 = $(`&lt;div id=&quot;html_3875a41f84a638b8c0bac31d06b19839&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.60&lt;/div&gt;`)[0];\n",
              "                popup_f5c474a17b64ff2e9599912575652e7e.setContent(html_3875a41f84a638b8c0bac31d06b19839);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_70e795084918db2dab07b3b39ee11f21.bindPopup(popup_f5c474a17b64ff2e9599912575652e7e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f81ae0d081179234dc386373c3043fbf = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_a69cc65f6241b76c48ee0a089e0b2a5f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_babdb26410456d2ff8783a45be03e55d = $(`&lt;div id=&quot;html_babdb26410456d2ff8783a45be03e55d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.09&lt;/div&gt;`)[0];\n",
              "                popup_a69cc65f6241b76c48ee0a089e0b2a5f.setContent(html_babdb26410456d2ff8783a45be03e55d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f81ae0d081179234dc386373c3043fbf.bindPopup(popup_a69cc65f6241b76c48ee0a089e0b2a5f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c91c0dffc6f7c890673b0fe36be6110 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_36c5d2d63a997b446f03d0fd4e32fbcc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ca03c9b9963ed10c14d4d8f3036cbe5a = $(`&lt;div id=&quot;html_ca03c9b9963ed10c14d4d8f3036cbe5a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.23&lt;/div&gt;`)[0];\n",
              "                popup_36c5d2d63a997b446f03d0fd4e32fbcc.setContent(html_ca03c9b9963ed10c14d4d8f3036cbe5a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c91c0dffc6f7c890673b0fe36be6110.bindPopup(popup_36c5d2d63a997b446f03d0fd4e32fbcc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_78f0a232a8d72e18379221572462a832 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe7e7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe7e7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_817f8f78b416b01c1580cf1b41f853bf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_257646b8482e511d0435de5fc199894b = $(`&lt;div id=&quot;html_257646b8482e511d0435de5fc199894b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.67&lt;/div&gt;`)[0];\n",
              "                popup_817f8f78b416b01c1580cf1b41f853bf.setContent(html_257646b8482e511d0435de5fc199894b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_78f0a232a8d72e18379221572462a832.bindPopup(popup_817f8f78b416b01c1580cf1b41f853bf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_019ee0b5fa4cff6d97ed95c16b2b15bc = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e6e6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e6e6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_5b3d7c8cc2ea2b0b14c372f3e1522fe8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b8132063da97561f08990028769c1083 = $(`&lt;div id=&quot;html_b8132063da97561f08990028769c1083&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -10.01&lt;/div&gt;`)[0];\n",
              "                popup_5b3d7c8cc2ea2b0b14c372f3e1522fe8.setContent(html_b8132063da97561f08990028769c1083);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_019ee0b5fa4cff6d97ed95c16b2b15bc.bindPopup(popup_5b3d7c8cc2ea2b0b14c372f3e1522fe8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9952bd4206c94db80b0b100625ade21c = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff3f3ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff3f3ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_06862418617bd084b6f5594c3e4c3771 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_213dca2d26b346c5b2895f950afd6438 = $(`&lt;div id=&quot;html_213dca2d26b346c5b2895f950afd6438&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.77&lt;/div&gt;`)[0];\n",
              "                popup_06862418617bd084b6f5594c3e4c3771.setContent(html_213dca2d26b346c5b2895f950afd6438);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9952bd4206c94db80b0b100625ade21c.bindPopup(popup_06862418617bd084b6f5594c3e4c3771)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a33b366f9c4f56f68de1007a3191eabf = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe4e4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe4e4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_37db1c77c4140a41bfa394bd1701336d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_691525ff34676a01bae4c61a2d3795e1 = $(`&lt;div id=&quot;html_691525ff34676a01bae4c61a2d3795e1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 10.85&lt;/div&gt;`)[0];\n",
              "                popup_37db1c77c4140a41bfa394bd1701336d.setContent(html_691525ff34676a01bae4c61a2d3795e1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a33b366f9c4f56f68de1007a3191eabf.bindPopup(popup_37db1c77c4140a41bfa394bd1701336d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f03ba7401bf6ecbc7e73fbd076c5ef1b = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffeeeeff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffeeeeff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_55d66128efcd0520fbf0174861d4c2b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1225071b4c8478c6685493457dc4b96c = $(`&lt;div id=&quot;html_1225071b4c8478c6685493457dc4b96c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 6.66&lt;/div&gt;`)[0];\n",
              "                popup_55d66128efcd0520fbf0174861d4c2b3.setContent(html_1225071b4c8478c6685493457dc4b96c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f03ba7401bf6ecbc7e73fbd076c5ef1b.bindPopup(popup_55d66128efcd0520fbf0174861d4c2b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f0715ae43c924caa5d575da769f7ef97 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c6c6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c6c6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_3a71a5f0ef6923dbd5343ca3ede5bf72 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d9af09cdf64a209e5172ecd440d6b546 = $(`&lt;div id=&quot;html_d9af09cdf64a209e5172ecd440d6b546&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -22.55&lt;/div&gt;`)[0];\n",
              "                popup_3a71a5f0ef6923dbd5343ca3ede5bf72.setContent(html_d9af09cdf64a209e5172ecd440d6b546);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f0715ae43c924caa5d575da769f7ef97.bindPopup(popup_3a71a5f0ef6923dbd5343ca3ede5bf72)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_50ecded4a48ea575f81437e82aea4708 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff9f9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff9f9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_98379dc8ba98c60eec907e3979fe6d1a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e7d2be95c6b006aa76b0479ccbae748d = $(`&lt;div id=&quot;html_e7d2be95c6b006aa76b0479ccbae748d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.40&lt;/div&gt;`)[0];\n",
              "                popup_98379dc8ba98c60eec907e3979fe6d1a.setContent(html_e7d2be95c6b006aa76b0479ccbae748d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_50ecded4a48ea575f81437e82aea4708.bindPopup(popup_98379dc8ba98c60eec907e3979fe6d1a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_868eb1df63da625109f30ed18b8e23f9 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffcfcff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffcfcff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_97b231bfd12a7fbc3e757b881b9624a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d340591cc7c1d6533876fff1df2cda6 = $(`&lt;div id=&quot;html_8d340591cc7c1d6533876fff1df2cda6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 1.33&lt;/div&gt;`)[0];\n",
              "                popup_97b231bfd12a7fbc3e757b881b9624a9.setContent(html_8d340591cc7c1d6533876fff1df2cda6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_868eb1df63da625109f30ed18b8e23f9.bindPopup(popup_97b231bfd12a7fbc3e757b881b9624a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_108e1dbff5d8d8e73e0d1b91a8d7b9da = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fdfdffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fdfdffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_cdcf91cbcf357063a542f2f1bcd0939a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a695ca5fc5cf712bef1989d4a087710b = $(`&lt;div id=&quot;html_a695ca5fc5cf712bef1989d4a087710b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.05&lt;/div&gt;`)[0];\n",
              "                popup_cdcf91cbcf357063a542f2f1bcd0939a.setContent(html_a695ca5fc5cf712bef1989d4a087710b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_108e1dbff5d8d8e73e0d1b91a8d7b9da.bindPopup(popup_cdcf91cbcf357063a542f2f1bcd0939a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4fbd2aa01fcde8b9b28954c446aacf92 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_2f946e3a34ff4a5ce061c762d7fbed94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dda2830a63b131bded1d0dca62426bc1 = $(`&lt;div id=&quot;html_dda2830a63b131bded1d0dca62426bc1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.40&lt;/div&gt;`)[0];\n",
              "                popup_2f946e3a34ff4a5ce061c762d7fbed94.setContent(html_dda2830a63b131bded1d0dca62426bc1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4fbd2aa01fcde8b9b28954c446aacf92.bindPopup(popup_2f946e3a34ff4a5ce061c762d7fbed94)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_25ce171de1e08614834338d25b8c0ff0 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dcdcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dcdcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_f2cfcf44720b6ab396f7b76a1744abcc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c80e51fcf7849f5200c992be53f26f7c = $(`&lt;div id=&quot;html_c80e51fcf7849f5200c992be53f26f7c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.89&lt;/div&gt;`)[0];\n",
              "                popup_f2cfcf44720b6ab396f7b76a1744abcc.setContent(html_c80e51fcf7849f5200c992be53f26f7c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_25ce171de1e08614834338d25b8c0ff0.bindPopup(popup_f2cfcf44720b6ab396f7b76a1744abcc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cfb050782485be2f5537fec0bc66ade6 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e8e8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e8e8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_53d5d3ee67b628232c614f1f77896e2c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_626f989492417f270cbfc559077b6034 = $(`&lt;div id=&quot;html_626f989492417f270cbfc559077b6034&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.31&lt;/div&gt;`)[0];\n",
              "                popup_53d5d3ee67b628232c614f1f77896e2c.setContent(html_626f989492417f270cbfc559077b6034);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cfb050782485be2f5537fec0bc66ade6.bindPopup(popup_53d5d3ee67b628232c614f1f77896e2c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fba4ec7930041976b4814e928c5c9dab = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_c463a26d9f20b72f73c686a48864f2d4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_874f9c3ab81a0d53c629a5b9cf9ec9b3 = $(`&lt;div id=&quot;html_874f9c3ab81a0d53c629a5b9cf9ec9b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 203.05&lt;/div&gt;`)[0];\n",
              "                popup_c463a26d9f20b72f73c686a48864f2d4.setContent(html_874f9c3ab81a0d53c629a5b9cf9ec9b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fba4ec7930041976b4814e928c5c9dab.bindPopup(popup_c463a26d9f20b72f73c686a48864f2d4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f29233e1099d3bbab824a9a2c965a614 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff7f7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff7f7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_c348e8a3296ed71051eb301f473c9884 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_07db7ec8fdaa702dbd8db04825e59be7 = $(`&lt;div id=&quot;html_07db7ec8fdaa702dbd8db04825e59be7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.36&lt;/div&gt;`)[0];\n",
              "                popup_c348e8a3296ed71051eb301f473c9884.setContent(html_07db7ec8fdaa702dbd8db04825e59be7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f29233e1099d3bbab824a9a2c965a614.bindPopup(popup_c348e8a3296ed71051eb301f473c9884)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_84ea4aa3ccd0d2f532dce7744921720b = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffafafff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffafafff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_9ef83bd2e43aa632928f1ff0a889b410 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_56f2788367f5b2ab5bd58ded8c8114dd = $(`&lt;div id=&quot;html_56f2788367f5b2ab5bd58ded8c8114dd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 31.34&lt;/div&gt;`)[0];\n",
              "                popup_9ef83bd2e43aa632928f1ff0a889b410.setContent(html_56f2788367f5b2ab5bd58ded8c8114dd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_84ea4aa3ccd0d2f532dce7744921720b.bindPopup(popup_9ef83bd2e43aa632928f1ff0a889b410)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_508926356017d6c396f4de34d5a9e512 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff2929ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff2929ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_188cb14dcf424fa2f083244a3b076efd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c05415b4786d1e7fd1e7d64225d6b7b4 = $(`&lt;div id=&quot;html_c05415b4786d1e7fd1e7d64225d6b7b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 83.64&lt;/div&gt;`)[0];\n",
              "                popup_188cb14dcf424fa2f083244a3b076efd.setContent(html_c05415b4786d1e7fd1e7d64225d6b7b4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_508926356017d6c396f4de34d5a9e512.bindPopup(popup_188cb14dcf424fa2f083244a3b076efd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c05c8b81d95d1fdc371e248f7530a265 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcfcfff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcfcfff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_84f4bc5650f7ae874f6ce6ff886862d2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9dc480f94b33eaab91663f36f9fc55c = $(`&lt;div id=&quot;html_a9dc480f94b33eaab91663f36f9fc55c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 18.94&lt;/div&gt;`)[0];\n",
              "                popup_84f4bc5650f7ae874f6ce6ff886862d2.setContent(html_a9dc480f94b33eaab91663f36f9fc55c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c05c8b81d95d1fdc371e248f7530a265.bindPopup(popup_84f4bc5650f7ae874f6ce6ff886862d2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9e8c82845219472134a4e52c045f99dc = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d9d9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d9d9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_9d533745be9339e32d7bb6481e38f1de = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1dfbe09e47f1229811ec8ef007bc5bfb = $(`&lt;div id=&quot;html_1dfbe09e47f1229811ec8ef007bc5bfb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.18&lt;/div&gt;`)[0];\n",
              "                popup_9d533745be9339e32d7bb6481e38f1de.setContent(html_1dfbe09e47f1229811ec8ef007bc5bfb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9e8c82845219472134a4e52c045f99dc.bindPopup(popup_9d533745be9339e32d7bb6481e38f1de)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6fcc00ed7b53ce9244cf198a4ad919d0 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_f1b502730bafa3ede75c325f86fcff72 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c1a24b543e0464cf2d0b195e06026ddf = $(`&lt;div id=&quot;html_c1a24b543e0464cf2d0b195e06026ddf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.76&lt;/div&gt;`)[0];\n",
              "                popup_f1b502730bafa3ede75c325f86fcff72.setContent(html_c1a24b543e0464cf2d0b195e06026ddf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6fcc00ed7b53ce9244cf198a4ad919d0.bindPopup(popup_f1b502730bafa3ede75c325f86fcff72)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_72aea01134d7d68a5d7c5c561f4cba0b = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_39806cef5c14cb837d4612ac816ab389 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26ad37081ab2571d056449d7a2fd42ba = $(`&lt;div id=&quot;html_26ad37081ab2571d056449d7a2fd42ba&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.20&lt;/div&gt;`)[0];\n",
              "                popup_39806cef5c14cb837d4612ac816ab389.setContent(html_26ad37081ab2571d056449d7a2fd42ba);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_72aea01134d7d68a5d7c5c561f4cba0b.bindPopup(popup_39806cef5c14cb837d4612ac816ab389)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_42b9e365fc799a39b18c46d92d9fc3dc = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f8f8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f8f8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_11bea3962dd1aa55224548067a3870f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fa65302a052986114242d2176d42bfde = $(`&lt;div id=&quot;html_fa65302a052986114242d2176d42bfde&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.05&lt;/div&gt;`)[0];\n",
              "                popup_11bea3962dd1aa55224548067a3870f1.setContent(html_fa65302a052986114242d2176d42bfde);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_42b9e365fc799a39b18c46d92d9fc3dc.bindPopup(popup_11bea3962dd1aa55224548067a3870f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_65a5ce29c0e799dce09ae838943a3425 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bbbbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bbbbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_3a4d9dea6157d29d7986f5e585ee872d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6fd1635a9ab019e9ec10ac417846d61c = $(`&lt;div id=&quot;html_6fd1635a9ab019e9ec10ac417846d61c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -26.83&lt;/div&gt;`)[0];\n",
              "                popup_3a4d9dea6157d29d7986f5e585ee872d.setContent(html_6fd1635a9ab019e9ec10ac417846d61c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_65a5ce29c0e799dce09ae838943a3425.bindPopup(popup_3a4d9dea6157d29d7986f5e585ee872d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_74c33f6aac459bc50878a7f9997bdb1e = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_0a1509fac189c090875697523dac5183 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d1706db8e053d280f23a6a10aba75d21 = $(`&lt;div id=&quot;html_d1706db8e053d280f23a6a10aba75d21&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.10&lt;/div&gt;`)[0];\n",
              "                popup_0a1509fac189c090875697523dac5183.setContent(html_d1706db8e053d280f23a6a10aba75d21);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_74c33f6aac459bc50878a7f9997bdb1e.bindPopup(popup_0a1509fac189c090875697523dac5183)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3de37412a8506ef2a3364f2c7f8e7546 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffdfdff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffdfdff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_e80fade5d5a4cd6f55b85485c4512f0a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9612c1c84f8fb294aa4410bc16494906 = $(`&lt;div id=&quot;html_9612c1c84f8fb294aa4410bc16494906&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 1.06&lt;/div&gt;`)[0];\n",
              "                popup_e80fade5d5a4cd6f55b85485c4512f0a.setContent(html_9612c1c84f8fb294aa4410bc16494906);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3de37412a8506ef2a3364f2c7f8e7546.bindPopup(popup_e80fade5d5a4cd6f55b85485c4512f0a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_543495605671d1d07212bd891ac6ea81 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ececffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ececffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_b9d32ba022163050badcc68268eba90f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_99a4d2703bb927a0d4c0e5c5a7bc2628 = $(`&lt;div id=&quot;html_99a4d2703bb927a0d4c0e5c5a7bc2628&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.47&lt;/div&gt;`)[0];\n",
              "                popup_b9d32ba022163050badcc68268eba90f.setContent(html_99a4d2703bb927a0d4c0e5c5a7bc2628);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_543495605671d1d07212bd891ac6ea81.bindPopup(popup_b9d32ba022163050badcc68268eba90f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_655086c9faec5a15f4a3e2c6e3be98ec = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff2f2ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff2f2ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_2195561d0eba2dece3835d61793539c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c9210f150a50af5c6223d4bb8965803 = $(`&lt;div id=&quot;html_7c9210f150a50af5c6223d4bb8965803&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.20&lt;/div&gt;`)[0];\n",
              "                popup_2195561d0eba2dece3835d61793539c6.setContent(html_7c9210f150a50af5c6223d4bb8965803);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_655086c9faec5a15f4a3e2c6e3be98ec.bindPopup(popup_2195561d0eba2dece3835d61793539c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_317fa240d4915188bc4447ec54bd8b62 = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe7e7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe7e7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_89ed4eb6f975ccfbd508b7df2fc229c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e41ee38d40fb5a0c5ab794132555b9bf = $(`&lt;div id=&quot;html_e41ee38d40fb5a0c5ab794132555b9bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.76&lt;/div&gt;`)[0];\n",
              "                popup_89ed4eb6f975ccfbd508b7df2fc229c6.setContent(html_e41ee38d40fb5a0c5ab794132555b9bf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_317fa240d4915188bc4447ec54bd8b62.bindPopup(popup_89ed4eb6f975ccfbd508b7df2fc229c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_98d78cc633ee338c0f2fa999f5bbf02c = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9090ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9090ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_f0353ae3c566b86f16e8b7419f998cc9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ed5f4e2fad7234256d005d48e80abc47 = $(`&lt;div id=&quot;html_ed5f4e2fad7234256d005d48e80abc47&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: -43.54&lt;/div&gt;`)[0];\n",
              "                popup_f0353ae3c566b86f16e8b7419f998cc9.setContent(html_ed5f4e2fad7234256d005d48e80abc47);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_98d78cc633ee338c0f2fa999f5bbf02c.bindPopup(popup_f0353ae3c566b86f16e8b7419f998cc9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b5945265a558226a4737510d8ba2259d = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe7e7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe7e7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_d6625ffff82431af4c4379e3b4a8bb9b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_45e2f148f99c2c7c3076e9e82f253731 = $(`&lt;div id=&quot;html_45e2f148f99c2c7c3076e9e82f253731&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.68&lt;/div&gt;`)[0];\n",
              "                popup_d6625ffff82431af4c4379e3b4a8bb9b.setContent(html_45e2f148f99c2c7c3076e9e82f253731);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b5945265a558226a4737510d8ba2259d.bindPopup(popup_d6625ffff82431af4c4379e3b4a8bb9b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5d191695266a09d385a570e8bd25a391 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff4f4ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff4f4ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_19d447cd0387cc0576dad6d12f5421d8);\n",
              "        \n",
              "    \n",
              "        var popup_8e46d5f664b8c8f49b96ad8040d9b6cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_99240dafca0c60ebc5fa2b8f33d0b3e1 = $(`&lt;div id=&quot;html_99240dafca0c60ebc5fa2b8f33d0b3e1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2014-01-01 00:00:00&lt;br&gt;Incidence Difference: 4.61&lt;/div&gt;`)[0];\n",
              "                popup_8e46d5f664b8c8f49b96ad8040d9b6cd.setContent(html_99240dafca0c60ebc5fa2b8f33d0b3e1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5d191695266a09d385a570e8bd25a391.bindPopup(popup_8e46d5f664b8c8f49b96ad8040d9b6cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_9a5040c3fd9005b3716a12734733a3b4 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_4d93de3b3e602bb700ad6e47ec5cb579 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_ca8d1a4c4fe0cc68e6c32e5e312507ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_debcae48a75333406da3f260c9c1a7dc = $(`&lt;div id=&quot;html_debcae48a75333406da3f260c9c1a7dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.00&lt;/div&gt;`)[0];\n",
              "                popup_ca8d1a4c4fe0cc68e6c32e5e312507ea.setContent(html_debcae48a75333406da3f260c9c1a7dc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4d93de3b3e602bb700ad6e47ec5cb579.bindPopup(popup_ca8d1a4c4fe0cc68e6c32e5e312507ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2c4fa7127e44522b4d0e3fced37348ee = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff7f7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff7f7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_30e7eb1a7cc553453dfc0aa36a5cd1db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_774464a52325779c6b9b5e68d47d08e4 = $(`&lt;div id=&quot;html_774464a52325779c6b9b5e68d47d08e4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.19&lt;/div&gt;`)[0];\n",
              "                popup_30e7eb1a7cc553453dfc0aa36a5cd1db.setContent(html_774464a52325779c6b9b5e68d47d08e4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2c4fa7127e44522b4d0e3fced37348ee.bindPopup(popup_30e7eb1a7cc553453dfc0aa36a5cd1db)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7a1efc8abde6e90ff3f3170ef6e60f42 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffefefff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffefefff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_e2b3dd61862ef8eddb1ab81907ee2849 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6dd8a7b6398260691610983b209215c0 = $(`&lt;div id=&quot;html_6dd8a7b6398260691610983b209215c0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 6.56&lt;/div&gt;`)[0];\n",
              "                popup_e2b3dd61862ef8eddb1ab81907ee2849.setContent(html_6dd8a7b6398260691610983b209215c0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7a1efc8abde6e90ff3f3170ef6e60f42.bindPopup(popup_e2b3dd61862ef8eddb1ab81907ee2849)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0d90296bc13e4086b9a90ec2f9a8d2f9 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_05df70f8867099c700c589ab98b197f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8714ff76d87fc14e57a66020ac839828 = $(`&lt;div id=&quot;html_8714ff76d87fc14e57a66020ac839828&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.38&lt;/div&gt;`)[0];\n",
              "                popup_05df70f8867099c700c589ab98b197f2.setContent(html_8714ff76d87fc14e57a66020ac839828);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0d90296bc13e4086b9a90ec2f9a8d2f9.bindPopup(popup_05df70f8867099c700c589ab98b197f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6eaca5336a48133111bdfe8f992cc4c0 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_dc00edd1cfe05dcceef609ca1c8bc154 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dd3e71d522972529f495c470a8d8be5d = $(`&lt;div id=&quot;html_dd3e71d522972529f495c470a8d8be5d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.63&lt;/div&gt;`)[0];\n",
              "                popup_dc00edd1cfe05dcceef609ca1c8bc154.setContent(html_dd3e71d522972529f495c470a8d8be5d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6eaca5336a48133111bdfe8f992cc4c0.bindPopup(popup_dc00edd1cfe05dcceef609ca1c8bc154)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7174f8684c97d1c10df5331d8641152e = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_29906cb4e444aabd72f2b372ca8760c4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_851128c68b0f4924f5cac6b88940c6d5 = $(`&lt;div id=&quot;html_851128c68b0f4924f5cac6b88940c6d5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.32&lt;/div&gt;`)[0];\n",
              "                popup_29906cb4e444aabd72f2b372ca8760c4.setContent(html_851128c68b0f4924f5cac6b88940c6d5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7174f8684c97d1c10df5331d8641152e.bindPopup(popup_29906cb4e444aabd72f2b372ca8760c4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3f6b30bfd9eb9f01449642e9bedfa287 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_a35ba1ee484bb393f7579b731b1c1170 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e666fea8f38dbcd1354c887d7cbfa3b8 = $(`&lt;div id=&quot;html_e666fea8f38dbcd1354c887d7cbfa3b8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.37&lt;/div&gt;`)[0];\n",
              "                popup_a35ba1ee484bb393f7579b731b1c1170.setContent(html_e666fea8f38dbcd1354c887d7cbfa3b8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3f6b30bfd9eb9f01449642e9bedfa287.bindPopup(popup_a35ba1ee484bb393f7579b731b1c1170)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_86559d370b9301e17f0f660202019f87 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8282ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8282ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_d73077e9b365be8cad56e40bd228d8a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4c4aed0609f18eb044c5935db09ffacc = $(`&lt;div id=&quot;html_4c4aed0609f18eb044c5935db09ffacc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 48.99&lt;/div&gt;`)[0];\n",
              "                popup_d73077e9b365be8cad56e40bd228d8a9.setContent(html_4c4aed0609f18eb044c5935db09ffacc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_86559d370b9301e17f0f660202019f87.bindPopup(popup_d73077e9b365be8cad56e40bd228d8a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6b223d60a22df9dcdb5586d19003de66 = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#efefffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#efefffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_571b546e7be1400680d6bf32e2bb40b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_93d015313fb9fd631ba842f45ba663cc = $(`&lt;div id=&quot;html_93d015313fb9fd631ba842f45ba663cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.58&lt;/div&gt;`)[0];\n",
              "                popup_571b546e7be1400680d6bf32e2bb40b3.setContent(html_93d015313fb9fd631ba842f45ba663cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6b223d60a22df9dcdb5586d19003de66.bindPopup(popup_571b546e7be1400680d6bf32e2bb40b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9dd37586f20c78298d6833986b743b97 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fefeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fefeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_f14894e89da3e3c744c1321d3f0fc303 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_171b64e4cbb27ba71276010e188fe9ab = $(`&lt;div id=&quot;html_171b64e4cbb27ba71276010e188fe9ab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.54&lt;/div&gt;`)[0];\n",
              "                popup_f14894e89da3e3c744c1321d3f0fc303.setContent(html_171b64e4cbb27ba71276010e188fe9ab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9dd37586f20c78298d6833986b743b97.bindPopup(popup_f14894e89da3e3c744c1321d3f0fc303)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5b97b3899e93073c40fab7963a552272 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff6f6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff6f6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_62fe77e7779098cea5ab28a83f3a0c69 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_476124019fcdf5eeccb428e60af34fd7 = $(`&lt;div id=&quot;html_476124019fcdf5eeccb428e60af34fd7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.69&lt;/div&gt;`)[0];\n",
              "                popup_62fe77e7779098cea5ab28a83f3a0c69.setContent(html_476124019fcdf5eeccb428e60af34fd7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5b97b3899e93073c40fab7963a552272.bindPopup(popup_62fe77e7779098cea5ab28a83f3a0c69)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_33fec7dfdc26a699be7ed90e7deaf541 = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d6d6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d6d6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_0dbbdb741130b6d2014c104252c63549 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_33714e247a6688778014cbb79a004ef0 = $(`&lt;div id=&quot;html_33714e247a6688778014cbb79a004ef0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -16.18&lt;/div&gt;`)[0];\n",
              "                popup_0dbbdb741130b6d2014c104252c63549.setContent(html_33714e247a6688778014cbb79a004ef0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_33fec7dfdc26a699be7ed90e7deaf541.bindPopup(popup_0dbbdb741130b6d2014c104252c63549)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4284df52ee5601818048a4f734feda88 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff1f1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff1f1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_3b6579591578a1e6a9779f6cd36b1841 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4f255882372ff67c75b4f4723ae6bc40 = $(`&lt;div id=&quot;html_4f255882372ff67c75b4f4723ae6bc40&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 5.72&lt;/div&gt;`)[0];\n",
              "                popup_3b6579591578a1e6a9779f6cd36b1841.setContent(html_4f255882372ff67c75b4f4723ae6bc40);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4284df52ee5601818048a4f734feda88.bindPopup(popup_3b6579591578a1e6a9779f6cd36b1841)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8fc86df39f96b1d200390e6b844da4b1 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e7e7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e7e7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_a1a67e5a8c1e95722398b30df780dc4d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a5ca06c570f7a7dc236b39286ff3e506 = $(`&lt;div id=&quot;html_a5ca06c570f7a7dc236b39286ff3e506&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.63&lt;/div&gt;`)[0];\n",
              "                popup_a1a67e5a8c1e95722398b30df780dc4d.setContent(html_a5ca06c570f7a7dc236b39286ff3e506);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8fc86df39f96b1d200390e6b844da4b1.bindPopup(popup_a1a67e5a8c1e95722398b30df780dc4d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d89075df8e1452ba0810eaf4a62fd928 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd1d1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd1d1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_143d031e11b623d16b7cc6b1041fe2cf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_750faec8a8d21e3eb215f433c9e5f462 = $(`&lt;div id=&quot;html_750faec8a8d21e3eb215f433c9e5f462&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 18.13&lt;/div&gt;`)[0];\n",
              "                popup_143d031e11b623d16b7cc6b1041fe2cf.setContent(html_750faec8a8d21e3eb215f433c9e5f462);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d89075df8e1452ba0810eaf4a62fd928.bindPopup(popup_143d031e11b623d16b7cc6b1041fe2cf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_655a189710dca9666fd42b1b09714e17 = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ccccffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ccccffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_83cbd9fe394db4b16f44f8df84208438 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a1509806919946eea5bc7eabc55e7e5b = $(`&lt;div id=&quot;html_a1509806919946eea5bc7eabc55e7e5b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -20.01&lt;/div&gt;`)[0];\n",
              "                popup_83cbd9fe394db4b16f44f8df84208438.setContent(html_a1509806919946eea5bc7eabc55e7e5b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_655a189710dca9666fd42b1b09714e17.bindPopup(popup_83cbd9fe394db4b16f44f8df84208438)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_02e2651fdf8f6c8deb8e4d778dc10bfa = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f6f6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f6f6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_482dc8adb1a63e0001d9b3a5836b0f20 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8892a21e667761d04fadbc55ca3dab73 = $(`&lt;div id=&quot;html_8892a21e667761d04fadbc55ca3dab73&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.58&lt;/div&gt;`)[0];\n",
              "                popup_482dc8adb1a63e0001d9b3a5836b0f20.setContent(html_8892a21e667761d04fadbc55ca3dab73);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_02e2651fdf8f6c8deb8e4d778dc10bfa.bindPopup(popup_482dc8adb1a63e0001d9b3a5836b0f20)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f9aa36ad37a3f42d72ae6267d8551d95 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f1f1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f1f1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_0dc9eb258b17848095ae0baea2d9c080 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7834571c0796f18e42140154e9c272f = $(`&lt;div id=&quot;html_a7834571c0796f18e42140154e9c272f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.53&lt;/div&gt;`)[0];\n",
              "                popup_0dc9eb258b17848095ae0baea2d9c080.setContent(html_a7834571c0796f18e42140154e9c272f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f9aa36ad37a3f42d72ae6267d8551d95.bindPopup(popup_0dc9eb258b17848095ae0baea2d9c080)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_1614c81e479ddbbf51eca95faff53c15 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f4f4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f4f4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_2b22659d919ec876221b0bf2bedd0e04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0711df81a73ffe77f55d1ef88c9142f6 = $(`&lt;div id=&quot;html_0711df81a73ffe77f55d1ef88c9142f6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.59&lt;/div&gt;`)[0];\n",
              "                popup_2b22659d919ec876221b0bf2bedd0e04.setContent(html_0711df81a73ffe77f55d1ef88c9142f6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_1614c81e479ddbbf51eca95faff53c15.bindPopup(popup_2b22659d919ec876221b0bf2bedd0e04)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a3d5e90b9e3b36290b15600bd99e41f9 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_73b049e0cde7b3cb7c1716b6aae6de07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1bb8462302d0727787f96f387217f75e = $(`&lt;div id=&quot;html_1bb8462302d0727787f96f387217f75e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.11&lt;/div&gt;`)[0];\n",
              "                popup_73b049e0cde7b3cb7c1716b6aae6de07.setContent(html_1bb8462302d0727787f96f387217f75e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a3d5e90b9e3b36290b15600bd99e41f9.bindPopup(popup_73b049e0cde7b3cb7c1716b6aae6de07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d3a43afc5d5b18100ca5afc16d69ed5d = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe9e9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe9e9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_350b3557223e43edb449fc6e7b575fae = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_86661733c6c8bc0eac893b645ea9ce75 = $(`&lt;div id=&quot;html_86661733c6c8bc0eac893b645ea9ce75&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.90&lt;/div&gt;`)[0];\n",
              "                popup_350b3557223e43edb449fc6e7b575fae.setContent(html_86661733c6c8bc0eac893b645ea9ce75);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d3a43afc5d5b18100ca5afc16d69ed5d.bindPopup(popup_350b3557223e43edb449fc6e7b575fae)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5c17e761c885a7e8c90feda80a7e2953 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d7d7ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d7d7ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_06359ffa609efd922d402dac5ad7400a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1515a8f7b0bb1c286fd3b13ea7f559f7 = $(`&lt;div id=&quot;html_1515a8f7b0bb1c286fd3b13ea7f559f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.96&lt;/div&gt;`)[0];\n",
              "                popup_06359ffa609efd922d402dac5ad7400a.setContent(html_1515a8f7b0bb1c286fd3b13ea7f559f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5c17e761c885a7e8c90feda80a7e2953.bindPopup(popup_06359ffa609efd922d402dac5ad7400a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_407f7fe3ccfddb6156d01adb919aa9bb = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_f870b2ba07b5184f157925d5aa63ed1a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0b79677a78c1b0adb52ce1e7181f13a4 = $(`&lt;div id=&quot;html_0b79677a78c1b0adb52ce1e7181f13a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 229.10&lt;/div&gt;`)[0];\n",
              "                popup_f870b2ba07b5184f157925d5aa63ed1a.setContent(html_0b79677a78c1b0adb52ce1e7181f13a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_407f7fe3ccfddb6156d01adb919aa9bb.bindPopup(popup_f870b2ba07b5184f157925d5aa63ed1a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7259d06725c4f1a7d6c3720aa680ee1a = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fbfbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fbfbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_4b0796d4ce113b5d017e4c421c11b7ec = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0e8d8a6e9c3fa48da325330e601211b2 = $(`&lt;div id=&quot;html_0e8d8a6e9c3fa48da325330e601211b2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.66&lt;/div&gt;`)[0];\n",
              "                popup_4b0796d4ce113b5d017e4c421c11b7ec.setContent(html_0e8d8a6e9c3fa48da325330e601211b2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7259d06725c4f1a7d6c3720aa680ee1a.bindPopup(popup_4b0796d4ce113b5d017e4c421c11b7ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_72a6227a7fc52368e87ad8c2c85407ce = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f6f6ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f6f6ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_bdad2f1ef6f9f7aeeacc0906d4e282c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5a1f199c827ae6d9865fc5e0fe0ad6ca = $(`&lt;div id=&quot;html_5a1f199c827ae6d9865fc5e0fe0ad6ca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.53&lt;/div&gt;`)[0];\n",
              "                popup_bdad2f1ef6f9f7aeeacc0906d4e282c3.setContent(html_5a1f199c827ae6d9865fc5e0fe0ad6ca);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_72a6227a7fc52368e87ad8c2c85407ce.bindPopup(popup_bdad2f1ef6f9f7aeeacc0906d4e282c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4259494ee0ec44da0b445f0f14ea53c5 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff9c9cff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff9c9cff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_041083cdb9b300d37ffd5c8bd8946267 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_de2ffbb73c4df50310079511bb818ef4 = $(`&lt;div id=&quot;html_de2ffbb73c4df50310079511bb818ef4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 38.85&lt;/div&gt;`)[0];\n",
              "                popup_041083cdb9b300d37ffd5c8bd8946267.setContent(html_de2ffbb73c4df50310079511bb818ef4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4259494ee0ec44da0b445f0f14ea53c5.bindPopup(popup_041083cdb9b300d37ffd5c8bd8946267)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9b31400d87f962a85634f92a7c607a90 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6060ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6060ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_535d29d3b850c8389c5ec8f8bc71d0b5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be8569c376d07c464e58200c64cc76da = $(`&lt;div id=&quot;html_be8569c376d07c464e58200c64cc76da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 62.37&lt;/div&gt;`)[0];\n",
              "                popup_535d29d3b850c8389c5ec8f8bc71d0b5.setContent(html_be8569c376d07c464e58200c64cc76da);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9b31400d87f962a85634f92a7c607a90.bindPopup(popup_535d29d3b850c8389c5ec8f8bc71d0b5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_8b1c409d49685c3c06a72ced2608f0df = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#acacffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#acacffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_35037eb42bbdc18bf7eb5258efd15dc8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9909fff4d32cefcb28a5a9e7504403f = $(`&lt;div id=&quot;html_a9909fff4d32cefcb28a5a9e7504403f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -32.64&lt;/div&gt;`)[0];\n",
              "                popup_35037eb42bbdc18bf7eb5258efd15dc8.setContent(html_a9909fff4d32cefcb28a5a9e7504403f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_8b1c409d49685c3c06a72ced2608f0df.bindPopup(popup_35037eb42bbdc18bf7eb5258efd15dc8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_131490f6721fc0fd3facddec95607791 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffebebff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffebebff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_3134c5e6e0dbad276170301f3c6b8d09 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8dbd665c2de6c872530702175a896608 = $(`&lt;div id=&quot;html_8dbd665c2de6c872530702175a896608&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.15&lt;/div&gt;`)[0];\n",
              "                popup_3134c5e6e0dbad276170301f3c6b8d09.setContent(html_8dbd665c2de6c872530702175a896608);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_131490f6721fc0fd3facddec95607791.bindPopup(popup_3134c5e6e0dbad276170301f3c6b8d09)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_9368aca72e50fd3227dc549da68f0735 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffefefff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffefefff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_00afee7eb240c24539fbe95d6aa897d3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_686a2ae7a3018ff3edf7b33f908f8a70 = $(`&lt;div id=&quot;html_686a2ae7a3018ff3edf7b33f908f8a70&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 6.34&lt;/div&gt;`)[0];\n",
              "                popup_00afee7eb240c24539fbe95d6aa897d3.setContent(html_686a2ae7a3018ff3edf7b33f908f8a70);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_9368aca72e50fd3227dc549da68f0735.bindPopup(popup_00afee7eb240c24539fbe95d6aa897d3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_32d73f1b3b4abc08cf0791667cf7fec7 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffc1c1ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffc1c1ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_3648ba7ee3f10cfce3a6b5e6de623af6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7e6b30863adae018a59f291157a06b37 = $(`&lt;div id=&quot;html_7e6b30863adae018a59f291157a06b37&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 24.38&lt;/div&gt;`)[0];\n",
              "                popup_3648ba7ee3f10cfce3a6b5e6de623af6.setContent(html_7e6b30863adae018a59f291157a06b37);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_32d73f1b3b4abc08cf0791667cf7fec7.bindPopup(popup_3648ba7ee3f10cfce3a6b5e6de623af6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_46806a5832333a7efabab9d50426989a = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#bbbbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#bbbbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_6079c3c2eaf31027df36502cb24c44a3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fcec6f1e7c0ee8c0e836a384ce4912d3 = $(`&lt;div id=&quot;html_fcec6f1e7c0ee8c0e836a384ce4912d3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -26.57&lt;/div&gt;`)[0];\n",
              "                popup_6079c3c2eaf31027df36502cb24c44a3.setContent(html_fcec6f1e7c0ee8c0e836a384ce4912d3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_46806a5832333a7efabab9d50426989a.bindPopup(popup_6079c3c2eaf31027df36502cb24c44a3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4826565a84a35d7ef98b00bdfca93257 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dfdfffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dfdfffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_1d0e97eaac49254d9cabfb5af3fc3386 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1763efd38dd83c7419ba6c28db3199f1 = $(`&lt;div id=&quot;html_1763efd38dd83c7419ba6c28db3199f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.60&lt;/div&gt;`)[0];\n",
              "                popup_1d0e97eaac49254d9cabfb5af3fc3386.setContent(html_1763efd38dd83c7419ba6c28db3199f1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4826565a84a35d7ef98b00bdfca93257.bindPopup(popup_1d0e97eaac49254d9cabfb5af3fc3386)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2585b9a7933c783304e006b3b60fb162 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffdfdff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffdfdff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_46333f2baeba8f4c7b3ee647f9068202 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6a20b99f8794ddf777b876673277159 = $(`&lt;div id=&quot;html_e6a20b99f8794ddf777b876673277159&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.83&lt;/div&gt;`)[0];\n",
              "                popup_46333f2baeba8f4c7b3ee647f9068202.setContent(html_e6a20b99f8794ddf777b876673277159);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2585b9a7933c783304e006b3b60fb162.bindPopup(popup_46333f2baeba8f4c7b3ee647f9068202)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0478ba488c0bcdf34f9715272f0c1110 = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f1f1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f1f1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_05027c1922f07410320ab1e5f6a24c04 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a2afcb8b8e2bfd73b72411e20087066 = $(`&lt;div id=&quot;html_4a2afcb8b8e2bfd73b72411e20087066&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.60&lt;/div&gt;`)[0];\n",
              "                popup_05027c1922f07410320ab1e5f6a24c04.setContent(html_4a2afcb8b8e2bfd73b72411e20087066);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0478ba488c0bcdf34f9715272f0c1110.bindPopup(popup_05027c1922f07410320ab1e5f6a24c04)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_76ef36582229b364ac40f69aaecb26c5 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_63281b6ded693cf871bbe0d3e44d3940 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_61bda69b85866ff5bcf62b109badd9f7 = $(`&lt;div id=&quot;html_61bda69b85866ff5bcf62b109badd9f7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.21&lt;/div&gt;`)[0];\n",
              "                popup_63281b6ded693cf871bbe0d3e44d3940.setContent(html_61bda69b85866ff5bcf62b109badd9f7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_76ef36582229b364ac40f69aaecb26c5.bindPopup(popup_63281b6ded693cf871bbe0d3e44d3940)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_73bf01e5b939a0019c71f97f27f3ba8c = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f9f9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f9f9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_fca39da66d1a951465739e0618135040 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_67c63a475d170fa7617c5a28800d1197 = $(`&lt;div id=&quot;html_67c63a475d170fa7617c5a28800d1197&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.68&lt;/div&gt;`)[0];\n",
              "                popup_fca39da66d1a951465739e0618135040.setContent(html_67c63a475d170fa7617c5a28800d1197);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_73bf01e5b939a0019c71f97f27f3ba8c.bindPopup(popup_fca39da66d1a951465739e0618135040)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a34da82f3cd5ff6c3546477bf89077f4 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a5a5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a5a5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_6ff91b980dabd25d5cd1d9af5bbffac0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e40ba99056230ae04edef1d8f3f0df78 = $(`&lt;div id=&quot;html_e40ba99056230ae04edef1d8f3f0df78&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -35.27&lt;/div&gt;`)[0];\n",
              "                popup_6ff91b980dabd25d5cd1d9af5bbffac0.setContent(html_e40ba99056230ae04edef1d8f3f0df78);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a34da82f3cd5ff6c3546477bf89077f4.bindPopup(popup_6ff91b980dabd25d5cd1d9af5bbffac0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_adc61cdc8dae679c694ce5491c046d57 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff9f9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff9f9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_cd2d488e0e83270f4da053bd3ae0dc8b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_07728c2feb7e45bbd3f669857c5cc61b = $(`&lt;div id=&quot;html_07728c2feb7e45bbd3f669857c5cc61b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.65&lt;/div&gt;`)[0];\n",
              "                popup_cd2d488e0e83270f4da053bd3ae0dc8b.setContent(html_07728c2feb7e45bbd3f669857c5cc61b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_adc61cdc8dae679c694ce5491c046d57.bindPopup(popup_cd2d488e0e83270f4da053bd3ae0dc8b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6978d86fa78c6bb9f33480cbb5c0b083 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e3e3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e3e3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_9a5040c3fd9005b3716a12734733a3b4);\n",
              "        \n",
              "    \n",
              "        var popup_4a2bcdfecc4e78b9016794a53c4626b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c99af3f45b42ccac256e8d8f739be2a0 = $(`&lt;div id=&quot;html_c99af3f45b42ccac256e8d8f739be2a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2015-01-01 00:00:00&lt;br&gt;Incidence Difference: -11.06&lt;/div&gt;`)[0];\n",
              "                popup_4a2bcdfecc4e78b9016794a53c4626b3.setContent(html_c99af3f45b42ccac256e8d8f739be2a0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6978d86fa78c6bb9f33480cbb5c0b083.bindPopup(popup_4a2bcdfecc4e78b9016794a53c4626b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_c3edc08cbc99e886478e4102a9cd2768 = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e534b67491f2d09478a6feab93605cb3 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_00f599c414c34fcc434e1059a5c0387a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c555fe63f443156ab052f6e9261e1504 = $(`&lt;div id=&quot;html_c555fe63f443156ab052f6e9261e1504&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.02&lt;/div&gt;`)[0];\n",
              "                popup_00f599c414c34fcc434e1059a5c0387a.setContent(html_c555fe63f443156ab052f6e9261e1504);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e534b67491f2d09478a6feab93605cb3.bindPopup(popup_00f599c414c34fcc434e1059a5c0387a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_705cfb7c42eafc22afdf378ae2f06746 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_c294797cda757c8a734b514be27f88fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e5fbab2b5e14a64d029f5892a834a943 = $(`&lt;div id=&quot;html_e5fbab2b5e14a64d029f5892a834a943&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.24&lt;/div&gt;`)[0];\n",
              "                popup_c294797cda757c8a734b514be27f88fc.setContent(html_e5fbab2b5e14a64d029f5892a834a943);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_705cfb7c42eafc22afdf378ae2f06746.bindPopup(popup_c294797cda757c8a734b514be27f88fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_137f2be34b95347a82d0bb409c02d258 = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffe7e7ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffe7e7ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_12911513f01096dc2186fc6c38bdaf53 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2c85c22c6cebbdcf8952c6c46794d65f = $(`&lt;div id=&quot;html_2c85c22c6cebbdcf8952c6c46794d65f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 9.40&lt;/div&gt;`)[0];\n",
              "                popup_12911513f01096dc2186fc6c38bdaf53.setContent(html_2c85c22c6cebbdcf8952c6c46794d65f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_137f2be34b95347a82d0bb409c02d258.bindPopup(popup_12911513f01096dc2186fc6c38bdaf53)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c7e8993b27139bf9dba1b3acdaf5019d = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_8d1eca34a7aa9d410d1da5a926d6ef3c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5c7219a051f8fa23dcb40e75cf768e81 = $(`&lt;div id=&quot;html_5c7219a051f8fa23dcb40e75cf768e81&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.01&lt;/div&gt;`)[0];\n",
              "                popup_8d1eca34a7aa9d410d1da5a926d6ef3c.setContent(html_5c7219a051f8fa23dcb40e75cf768e81);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c7e8993b27139bf9dba1b3acdaf5019d.bindPopup(popup_8d1eca34a7aa9d410d1da5a926d6ef3c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_31575f284210a3b9bc576750f7532d4d = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffeaeaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffeaeaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_c8fc254e5bff5b912646db8ff198414a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8ea669977763d7304322b1cdf0e3da58 = $(`&lt;div id=&quot;html_8ea669977763d7304322b1cdf0e3da58&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 8.48&lt;/div&gt;`)[0];\n",
              "                popup_c8fc254e5bff5b912646db8ff198414a.setContent(html_8ea669977763d7304322b1cdf0e3da58);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_31575f284210a3b9bc576750f7532d4d.bindPopup(popup_c8fc254e5bff5b912646db8ff198414a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_088aa7d1ac93f7e4225c42af2cde668f = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8d8dff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8d8dff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_5da6dc3970a132c15fad54fee602840a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c744621d892b6d10a1e3187e54efa3d = $(`&lt;div id=&quot;html_3c744621d892b6d10a1e3187e54efa3d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 44.55&lt;/div&gt;`)[0];\n",
              "                popup_5da6dc3970a132c15fad54fee602840a.setContent(html_3c744621d892b6d10a1e3187e54efa3d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_088aa7d1ac93f7e4225c42af2cde668f.bindPopup(popup_5da6dc3970a132c15fad54fee602840a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_834aae6bce79b726a886e4504b3983d0 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_253c434eafd76f58e86f39888e24cf59 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c6ef1a879548582a032ed7f463628eb = $(`&lt;div id=&quot;html_7c6ef1a879548582a032ed7f463628eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -0.02&lt;/div&gt;`)[0];\n",
              "                popup_253c434eafd76f58e86f39888e24cf59.setContent(html_7c6ef1a879548582a032ed7f463628eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_834aae6bce79b726a886e4504b3983d0.bindPopup(popup_253c434eafd76f58e86f39888e24cf59)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_415fcaa6c8859b525d3b49303edfc8b6 = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff5050ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff5050ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_fc6f28f1cf60e207ad8b3488bd76ca97 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_77e7ee355f3c77189b5411df108d11cf = $(`&lt;div id=&quot;html_77e7ee355f3c77189b5411df108d11cf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 68.48&lt;/div&gt;`)[0];\n",
              "                popup_fc6f28f1cf60e207ad8b3488bd76ca97.setContent(html_77e7ee355f3c77189b5411df108d11cf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_415fcaa6c8859b525d3b49303edfc8b6.bindPopup(popup_fc6f28f1cf60e207ad8b3488bd76ca97)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f83b4763b6191dc680857de888513abd = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e4e4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e4e4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_fda09c38823fea2c4a18844ad3454ba5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_72495d64476faedaff34f0a35cb73db1 = $(`&lt;div id=&quot;html_72495d64476faedaff34f0a35cb73db1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -10.73&lt;/div&gt;`)[0];\n",
              "                popup_fda09c38823fea2c4a18844ad3454ba5.setContent(html_72495d64476faedaff34f0a35cb73db1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f83b4763b6191dc680857de888513abd.bindPopup(popup_fda09c38823fea2c4a18844ad3454ba5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c8bb0344ac00062fa68513862efbacc = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fbfbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fbfbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_b06ff6239528760cab2e5db9df4157d0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_03973f62e644061f7e24d6835e180ee5 = $(`&lt;div id=&quot;html_03973f62e644061f7e24d6835e180ee5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -1.79&lt;/div&gt;`)[0];\n",
              "                popup_b06ff6239528760cab2e5db9df4157d0.setContent(html_03973f62e644061f7e24d6835e180ee5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c8bb0344ac00062fa68513862efbacc.bindPopup(popup_b06ff6239528760cab2e5db9df4157d0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37d045a337761ac2262a1c0429c46477 = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e8e8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e8e8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_7ac05e4f47986df3f126f5f846097977 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_81a58c68bf8542ae5ae8e908e4b111e9 = $(`&lt;div id=&quot;html_81a58c68bf8542ae5ae8e908e4b111e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.12&lt;/div&gt;`)[0];\n",
              "                popup_7ac05e4f47986df3f126f5f846097977.setContent(html_81a58c68bf8542ae5ae8e908e4b111e9);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37d045a337761ac2262a1c0429c46477.bindPopup(popup_7ac05e4f47986df3f126f5f846097977)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cf7901271d3befeec545c83c8e38d38c = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dedeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dedeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_8b10433ac0f19810f7217244ff37a0c4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7e4ed5f0131371ee0cb07af4123d6046 = $(`&lt;div id=&quot;html_7e4ed5f0131371ee0cb07af4123d6046&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.93&lt;/div&gt;`)[0];\n",
              "                popup_8b10433ac0f19810f7217244ff37a0c4.setContent(html_7e4ed5f0131371ee0cb07af4123d6046);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cf7901271d3befeec545c83c8e38d38c.bindPopup(popup_8b10433ac0f19810f7217244ff37a0c4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ae602b0ab6114b87626f63cb0208d8e6 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff6f6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff6f6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_fd3efb4c97dd2de178a12634163dd9f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a9d48e91e5a53a456b81bf4af429eb7 = $(`&lt;div id=&quot;html_1a9d48e91e5a53a456b81bf4af429eb7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 3.81&lt;/div&gt;`)[0];\n",
              "                popup_fd3efb4c97dd2de178a12634163dd9f6.setContent(html_1a9d48e91e5a53a456b81bf4af429eb7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ae602b0ab6114b87626f63cb0208d8e6.bindPopup(popup_fd3efb4c97dd2de178a12634163dd9f6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_aba1cdcb10115fc6c6884247b9fdd5de = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dfdfffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dfdfffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_6c9bec5c8837ab5f67de27d751c8334b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b63348c40ff809ff30508d9093cd3f59 = $(`&lt;div id=&quot;html_b63348c40ff809ff30508d9093cd3f59&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.62&lt;/div&gt;`)[0];\n",
              "                popup_6c9bec5c8837ab5f67de27d751c8334b.setContent(html_b63348c40ff809ff30508d9093cd3f59);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_aba1cdcb10115fc6c6884247b9fdd5de.bindPopup(popup_6c9bec5c8837ab5f67de27d751c8334b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_41d3d3cbac4dd510b899ef05c4dd8c8a = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd8d8ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd8d8ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_a31957beef1a1b2beea53585fdfb1fa6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ad131508356e1cba2fdbe24c8f820b35 = $(`&lt;div id=&quot;html_ad131508356e1cba2fdbe24c8f820b35&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 15.47&lt;/div&gt;`)[0];\n",
              "                popup_a31957beef1a1b2beea53585fdfb1fa6.setContent(html_ad131508356e1cba2fdbe24c8f820b35);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_41d3d3cbac4dd510b899ef05c4dd8c8a.bindPopup(popup_a31957beef1a1b2beea53585fdfb1fa6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bd09ca62da6f6b650b9f7fde2d19a81a = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9c9cffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9c9cffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_689584119b3693d7d3d830932e6cb669 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_839fab3263e816b8253ec9319f2229e0 = $(`&lt;div id=&quot;html_839fab3263e816b8253ec9319f2229e0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -38.91&lt;/div&gt;`)[0];\n",
              "                popup_689584119b3693d7d3d830932e6cb669.setContent(html_839fab3263e816b8253ec9319f2229e0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bd09ca62da6f6b650b9f7fde2d19a81a.bindPopup(popup_689584119b3693d7d3d830932e6cb669)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7078f10ad024e143e07ef3c9d4b7872 = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f2f2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f2f2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_1e9f569e7ad2b83d733dab6b60568fa6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d9af17203d51958958dbd303d27357f = $(`&lt;div id=&quot;html_8d9af17203d51958958dbd303d27357f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.44&lt;/div&gt;`)[0];\n",
              "                popup_1e9f569e7ad2b83d733dab6b60568fa6.setContent(html_8d9af17203d51958958dbd303d27357f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7078f10ad024e143e07ef3c9d4b7872.bindPopup(popup_1e9f569e7ad2b83d733dab6b60568fa6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7c5f08c1c7d64fc24d49622ea9475f57 = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e0e0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e0e0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_e08db7f5bde7ca093bbd2c67039ad255 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c42681caabfeae856e9e72900d4817ee = $(`&lt;div id=&quot;html_c42681caabfeae856e9e72900d4817ee&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.41&lt;/div&gt;`)[0];\n",
              "                popup_e08db7f5bde7ca093bbd2c67039ad255.setContent(html_c42681caabfeae856e9e72900d4817ee);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7c5f08c1c7d64fc24d49622ea9475f57.bindPopup(popup_e08db7f5bde7ca093bbd2c67039ad255)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_cfaf942b55465d8c6a87ed57b5581d21 = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdadaff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdadaff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_c9f2b782892c4fbfa1f15bae40b4ea68 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_eead9d17a533efcd100550166b388d36 = $(`&lt;div id=&quot;html_eead9d17a533efcd100550166b388d36&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 14.79&lt;/div&gt;`)[0];\n",
              "                popup_c9f2b782892c4fbfa1f15bae40b4ea68.setContent(html_eead9d17a533efcd100550166b388d36);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_cfaf942b55465d8c6a87ed57b5581d21.bindPopup(popup_c9f2b782892c4fbfa1f15bae40b4ea68)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_34db3d8036ac11a626596fa39842c721 = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f8f8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f8f8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_a8ae19625de97c0c0d4998099bfb4caf = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_00d8fedaeb02ec71ac4df02520e35d2c = $(`&lt;div id=&quot;html_00d8fedaeb02ec71ac4df02520e35d2c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.79&lt;/div&gt;`)[0];\n",
              "                popup_a8ae19625de97c0c0d4998099bfb4caf.setContent(html_00d8fedaeb02ec71ac4df02520e35d2c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_34db3d8036ac11a626596fa39842c721.bindPopup(popup_a8ae19625de97c0c0d4998099bfb4caf)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_acce894949e7def1c7e8a359d5a6cfe3 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d9d9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d9d9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_37c18469140d0fce1a54cfe8180969e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3198ed7de4cb849f6f236272cdc7b9d7 = $(`&lt;div id=&quot;html_3198ed7de4cb849f6f236272cdc7b9d7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.03&lt;/div&gt;`)[0];\n",
              "                popup_37c18469140d0fce1a54cfe8180969e8.setContent(html_3198ed7de4cb849f6f236272cdc7b9d7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_acce894949e7def1c7e8a359d5a6cfe3.bindPopup(popup_37c18469140d0fce1a54cfe8180969e8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0edde9fb2625f7976eeb348d0a4f1f70 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#1515ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#1515ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_e0e61a4484da99ffce4a684dfd579171 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_d95df392245e2ac201d7f96342bc5d0a = $(`&lt;div id=&quot;html_d95df392245e2ac201d7f96342bc5d0a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -91.75&lt;/div&gt;`)[0];\n",
              "                popup_e0e61a4484da99ffce4a684dfd579171.setContent(html_d95df392245e2ac201d7f96342bc5d0a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0edde9fb2625f7976eeb348d0a4f1f70.bindPopup(popup_e0e61a4484da99ffce4a684dfd579171)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_45540ac3da9f8e99a5d46266e4901242 = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_5079d8dbf62a9afd8da1819781027e5d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a9046f143317a1c2987c1c38c39809b3 = $(`&lt;div id=&quot;html_a9046f143317a1c2987c1c38c39809b3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 107.21&lt;/div&gt;`)[0];\n",
              "                popup_5079d8dbf62a9afd8da1819781027e5d.setContent(html_a9046f143317a1c2987c1c38c39809b3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_45540ac3da9f8e99a5d46266e4901242.bindPopup(popup_5079d8dbf62a9afd8da1819781027e5d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0839515a0d417d474cf69a0c47de6610 = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffefeff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffefeff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_6ff7247bd337f684e8b045afe09458fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ccce73280b70246c0e0335013f568205 = $(`&lt;div id=&quot;html_ccce73280b70246c0e0335013f568205&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.55&lt;/div&gt;`)[0];\n",
              "                popup_6ff7247bd337f684e8b045afe09458fc.setContent(html_ccce73280b70246c0e0335013f568205);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0839515a0d417d474cf69a0c47de6610.bindPopup(popup_6ff7247bd337f684e8b045afe09458fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_099a9118ada8a21cb2309799964b8bb8 = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#babaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#babaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_27eae400cbafc9327e66aa7aa2b2e6e8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fad4563196ffbc0c6568f73d9b1665e5 = $(`&lt;div id=&quot;html_fad4563196ffbc0c6568f73d9b1665e5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -27.05&lt;/div&gt;`)[0];\n",
              "                popup_27eae400cbafc9327e66aa7aa2b2e6e8.setContent(html_fad4563196ffbc0c6568f73d9b1665e5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_099a9118ada8a21cb2309799964b8bb8.bindPopup(popup_27eae400cbafc9327e66aa7aa2b2e6e8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_62e10dc966256edf9fc5a40ae011bf38 = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffb3b3ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffb3b3ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_5f6744ab3fc463612e25c24a5b52131b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3885189f2a8970d68bc4d66dbd849d83 = $(`&lt;div id=&quot;html_3885189f2a8970d68bc4d66dbd849d83&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 29.87&lt;/div&gt;`)[0];\n",
              "                popup_5f6744ab3fc463612e25c24a5b52131b.setContent(html_3885189f2a8970d68bc4d66dbd849d83);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_62e10dc966256edf9fc5a40ae011bf38.bindPopup(popup_5f6744ab3fc463612e25c24a5b52131b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2842154d64ff0d926221d44c5148e145 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_bbd979d6902e23022f768aa29fa76295 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cb7d83f9ccac57327c8db55541cee949 = $(`&lt;div id=&quot;html_cb7d83f9ccac57327c8db55541cee949&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 345.08&lt;/div&gt;`)[0];\n",
              "                popup_bbd979d6902e23022f768aa29fa76295.setContent(html_cb7d83f9ccac57327c8db55541cee949);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2842154d64ff0d926221d44c5148e145.bindPopup(popup_bbd979d6902e23022f768aa29fa76295)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3390069568c1747ed55539ea78df6473 = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#9090ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#9090ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_00542e5151453fae9b137ebdaad4cc8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_046b15c45d9d0fa6254630d10c3871a4 = $(`&lt;div id=&quot;html_046b15c45d9d0fa6254630d10c3871a4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -43.51&lt;/div&gt;`)[0];\n",
              "                popup_00542e5151453fae9b137ebdaad4cc8a.setContent(html_046b15c45d9d0fa6254630d10c3871a4);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3390069568c1747ed55539ea78df6473.bindPopup(popup_00542e5151453fae9b137ebdaad4cc8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_db181bbfcfc62d1e844e8e22c9dbd4f5 = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f9f9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f9f9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_6867b73b314b3a794db9a81ac295bf5a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3f6093507480008d86a800a62f0a980d = $(`&lt;div id=&quot;html_3f6093507480008d86a800a62f0a980d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.55&lt;/div&gt;`)[0];\n",
              "                popup_6867b73b314b3a794db9a81ac295bf5a.setContent(html_3f6093507480008d86a800a62f0a980d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_db181bbfcfc62d1e844e8e22c9dbd4f5.bindPopup(popup_6867b73b314b3a794db9a81ac295bf5a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ab3615718f017a7e968eb0a76f0b1db5 = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e9e9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e9e9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_b3fdca1b9b4cf6169d9e4e4d391dbbb8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cadb832d96ad78e616cc277a64f1e7d8 = $(`&lt;div id=&quot;html_cadb832d96ad78e616cc277a64f1e7d8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -8.64&lt;/div&gt;`)[0];\n",
              "                popup_b3fdca1b9b4cf6169d9e4e4d391dbbb8.setContent(html_cadb832d96ad78e616cc277a64f1e7d8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ab3615718f017a7e968eb0a76f0b1db5.bindPopup(popup_b3fdca1b9b4cf6169d9e4e4d391dbbb8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4d198d0b9dfa5e204e3d57e41f5b32ec = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f1f1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f1f1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_81b8ba9365ecde19e3d012c47706bb94 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_62476dd6444ae06b780aae8fb28c9b36 = $(`&lt;div id=&quot;html_62476dd6444ae06b780aae8fb28c9b36&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.47&lt;/div&gt;`)[0];\n",
              "                popup_81b8ba9365ecde19e3d012c47706bb94.setContent(html_62476dd6444ae06b780aae8fb28c9b36);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4d198d0b9dfa5e204e3d57e41f5b32ec.bindPopup(popup_81b8ba9365ecde19e3d012c47706bb94)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e98c0eb1ef338d82989d8391aaa33ed0 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a3a3ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a3a3ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_ec2ae0daa092fdadddc2777b25c61ee2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_73bee509bb206d1365841c189002c85d = $(`&lt;div id=&quot;html_73bee509bb206d1365841c189002c85d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -36.16&lt;/div&gt;`)[0];\n",
              "                popup_ec2ae0daa092fdadddc2777b25c61ee2.setContent(html_73bee509bb206d1365841c189002c85d);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e98c0eb1ef338d82989d8391aaa33ed0.bindPopup(popup_ec2ae0daa092fdadddc2777b25c61ee2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bf74c8bc9963a6e9bbf78a30e62bff00 = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e0e0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e0e0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_a0104a49b86c3c43508c755dfd50f863 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0cd0260f5a9a42cc21e91337ac98600b = $(`&lt;div id=&quot;html_0cd0260f5a9a42cc21e91337ac98600b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -12.49&lt;/div&gt;`)[0];\n",
              "                popup_a0104a49b86c3c43508c755dfd50f863.setContent(html_0cd0260f5a9a42cc21e91337ac98600b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bf74c8bc9963a6e9bbf78a30e62bff00.bindPopup(popup_a0104a49b86c3c43508c755dfd50f863)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5cd704457395b0cc5ece14226a432ad7 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f1f1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f1f1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_a20b695c36fedc623eee3745c13d4e30 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_148c48b6dd637115312cf85de4ee8027 = $(`&lt;div id=&quot;html_148c48b6dd637115312cf85de4ee8027&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -5.58&lt;/div&gt;`)[0];\n",
              "                popup_a20b695c36fedc623eee3745c13d4e30.setContent(html_148c48b6dd637115312cf85de4ee8027);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5cd704457395b0cc5ece14226a432ad7.bindPopup(popup_a20b695c36fedc623eee3745c13d4e30)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_5f08d59e46ebc323a3766c1dc980a2dd = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ddddffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ddddffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_a98cd0e32bae52ba3770d2734f853a3c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3da9efb96abcf752bc2ea5dbd2dbf1cd = $(`&lt;div id=&quot;html_3da9efb96abcf752bc2ea5dbd2dbf1cd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.64&lt;/div&gt;`)[0];\n",
              "                popup_a98cd0e32bae52ba3770d2734f853a3c.setContent(html_3da9efb96abcf752bc2ea5dbd2dbf1cd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_5f08d59e46ebc323a3766c1dc980a2dd.bindPopup(popup_a98cd0e32bae52ba3770d2734f853a3c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_efc1e57e9ca2b747233b74853f9423b5 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#dcdcffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#dcdcffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_281c3dc0ffe92afac75b656643a5fecd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ac4d857955ce2b857a577e4c545092c6 = $(`&lt;div id=&quot;html_ac4d857955ce2b857a577e4c545092c6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.79&lt;/div&gt;`)[0];\n",
              "                popup_281c3dc0ffe92afac75b656643a5fecd.setContent(html_ac4d857955ce2b857a577e4c545092c6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_efc1e57e9ca2b747233b74853f9423b5.bindPopup(popup_281c3dc0ffe92afac75b656643a5fecd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f043159a59e7722f50ea7f94babfd82a = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e2e2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e2e2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_9bf292b944724826c63828c81d5f64f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a8f6522cd5ea4163639ecf3418f106d1 = $(`&lt;div id=&quot;html_a8f6522cd5ea4163639ecf3418f106d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -11.44&lt;/div&gt;`)[0];\n",
              "                popup_9bf292b944724826c63828c81d5f64f1.setContent(html_a8f6522cd5ea4163639ecf3418f106d1);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f043159a59e7722f50ea7f94babfd82a.bindPopup(popup_9bf292b944724826c63828c81d5f64f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c9c076551360bbeeea262dba70aedd79 = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffbfbff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffbfbff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_b04c12c2b898e2e083bf81695c7741ea = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_229603d98b8546290e58fbd2189575e7 = $(`&lt;div id=&quot;html_229603d98b8546290e58fbd2189575e7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 1.67&lt;/div&gt;`)[0];\n",
              "                popup_b04c12c2b898e2e083bf81695c7741ea.setContent(html_229603d98b8546290e58fbd2189575e7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c9c076551360bbeeea262dba70aedd79.bindPopup(popup_b04c12c2b898e2e083bf81695c7741ea)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3254ee30165a7a13b9445fb6001ba7e5 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fffefeff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fffefeff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_711a9b05a0880537474ce27e0e1e7286 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1a04b77e29f8c09ec223d6dc729ecea0 = $(`&lt;div id=&quot;html_1a04b77e29f8c09ec223d6dc729ecea0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.60&lt;/div&gt;`)[0];\n",
              "                popup_711a9b05a0880537474ce27e0e1e7286.setContent(html_1a04b77e29f8c09ec223d6dc729ecea0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3254ee30165a7a13b9445fb6001ba7e5.bindPopup(popup_711a9b05a0880537474ce27e0e1e7286)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_baed4c107c9aead1bd331e78be6f7b01 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d0d0ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d0d0ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_c3edc08cbc99e886478e4102a9cd2768);\n",
              "        \n",
              "    \n",
              "        var popup_987232dabae10e47ab5d256bc05bf88c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4e73430b2f58ea54984d239f00319841 = $(`&lt;div id=&quot;html_4e73430b2f58ea54984d239f00319841&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2016-01-01 00:00:00&lt;br&gt;Incidence Difference: -18.69&lt;/div&gt;`)[0];\n",
              "                popup_987232dabae10e47ab5d256bc05bf88c.setContent(html_4e73430b2f58ea54984d239f00319841);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_baed4c107c9aead1bd331e78be6f7b01.bindPopup(popup_987232dabae10e47ab5d256bc05bf88c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var feature_group_2bd50f0a54285f4d324f3ffeb553f33c = L.featureGroup(\n",
              "                {}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "    \n",
              "            var circle_marker_af3b92f8ad4ef71b1d41dad95e7e61a2 = L.circleMarker(\n",
              "                [28.033886, 1.659626],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ededffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ededffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_8ebae29377c225a344d104b1d8339a11 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_655bcc147f352b07b392cbf301ef5dab = $(`&lt;div id=&quot;html_655bcc147f352b07b392cbf301ef5dab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Algeria&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -7.34&lt;/div&gt;`)[0];\n",
              "                popup_8ebae29377c225a344d104b1d8339a11.setContent(html_655bcc147f352b07b392cbf301ef5dab);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_af3b92f8ad4ef71b1d41dad95e7e61a2.bindPopup(popup_8ebae29377c225a344d104b1d8339a11)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_214711498e07f94132483203a8f18658 = L.circleMarker(\n",
              "                [-11.202692, 17.873887],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e8e8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e8e8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_0b2f55ee26d587adc4b41f5f28b18b36 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_fc509402a865bf97929fd8b9b210a0eb = $(`&lt;div id=&quot;html_fc509402a865bf97929fd8b9b210a0eb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Angola&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.16&lt;/div&gt;`)[0];\n",
              "                popup_0b2f55ee26d587adc4b41f5f28b18b36.setContent(html_fc509402a865bf97929fd8b9b210a0eb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_214711498e07f94132483203a8f18658.bindPopup(popup_0b2f55ee26d587adc4b41f5f28b18b36)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_37761062eb990fecadb3e89e6510988c = L.circleMarker(\n",
              "                [9.30769, 2.315834],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#efefffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#efefffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_aad76e659cab9d879274992849495a24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_501a05d6f616dc460c524e43b461d9f8 = $(`&lt;div id=&quot;html_501a05d6f616dc460c524e43b461d9f8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Benin&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.48&lt;/div&gt;`)[0];\n",
              "                popup_aad76e659cab9d879274992849495a24.setContent(html_501a05d6f616dc460c524e43b461d9f8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_37761062eb990fecadb3e89e6510988c.bindPopup(popup_aad76e659cab9d879274992849495a24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e503ec964f74b0327baabca4f43a8fb0 = L.circleMarker(\n",
              "                [-22.328474, 24.684866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_566127eb9505aed3aeb6625f3bf3d313 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_52e252a724357c2ad1e12db0ccc3e6b7 = $(`&lt;div id=&quot;html_52e252a724357c2ad1e12db0ccc3e6b7&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Botswana&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.29&lt;/div&gt;`)[0];\n",
              "                popup_566127eb9505aed3aeb6625f3bf3d313.setContent(html_52e252a724357c2ad1e12db0ccc3e6b7);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e503ec964f74b0327baabca4f43a8fb0.bindPopup(popup_566127eb9505aed3aeb6625f3bf3d313)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_0606473c4ad4c7316a0d9200c051b9b1 = L.circleMarker(\n",
              "                [12.238333, -1.561593],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff8d8dff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff8d8dff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_2cd2e1ec520df9ebae50e8a2d33cc919 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5b3b372c2855799d1eee4b2de176c60f = $(`&lt;div id=&quot;html_5b3b372c2855799d1eee4b2de176c60f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burkina Faso&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 44.81&lt;/div&gt;`)[0];\n",
              "                popup_2cd2e1ec520df9ebae50e8a2d33cc919.setContent(html_5b3b372c2855799d1eee4b2de176c60f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_0606473c4ad4c7316a0d9200c051b9b1.bindPopup(popup_2cd2e1ec520df9ebae50e8a2d33cc919)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_a7cfa7ed23252bba7844f4ea6ee704e7 = L.circleMarker(\n",
              "                [-3.373056, 29.918886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_92bd08eb49f0044fd955ac016babef5d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_87e3380f2978d849094fbc757031ba55 = $(`&lt;div id=&quot;html_87e3380f2978d849094fbc757031ba55&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Burundi&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 117.99&lt;/div&gt;`)[0];\n",
              "                popup_92bd08eb49f0044fd955ac016babef5d.setContent(html_87e3380f2978d849094fbc757031ba55);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_a7cfa7ed23252bba7844f4ea6ee704e7.bindPopup(popup_92bd08eb49f0044fd955ac016babef5d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_661131fba1bef764cd0b96d3018ae912 = L.circleMarker(\n",
              "                [7.369722, 12.354722],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d1d1ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d1d1ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_c0f0c7f62171a7e06b3cde75535b5557 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_64ddcc7f97d22622a0b54235840fbe37 = $(`&lt;div id=&quot;html_64ddcc7f97d22622a0b54235840fbe37&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Cameroon&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -18.29&lt;/div&gt;`)[0];\n",
              "                popup_c0f0c7f62171a7e06b3cde75535b5557.setContent(html_64ddcc7f97d22622a0b54235840fbe37);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_661131fba1bef764cd0b96d3018ae912.bindPopup(popup_c0f0c7f62171a7e06b3cde75535b5557)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_80944dc62ee9907d3f729ec160ecd57f = L.circleMarker(\n",
              "                [6.611111, 20.939444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffa9a9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffa9a9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_e33ea67cec387b7457bdaca4eab1ce05 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e4e8ea15fc4ed62ad76ef814d38eaebb = $(`&lt;div id=&quot;html_e4e8ea15fc4ed62ad76ef814d38eaebb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Central African Republic&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 33.63&lt;/div&gt;`)[0];\n",
              "                popup_e33ea67cec387b7457bdaca4eab1ce05.setContent(html_e4e8ea15fc4ed62ad76ef814d38eaebb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_80944dc62ee9907d3f729ec160ecd57f.bindPopup(popup_e33ea67cec387b7457bdaca4eab1ce05)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_d300fe21326119c2eccb951bd8bd482c = L.circleMarker(\n",
              "                [15.454166, 18.732207],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#eeeeffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#eeeeffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_2745a772bcf705e95b97be6344949631 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_227778538adb3e9be9890141a7c174bf = $(`&lt;div id=&quot;html_227778538adb3e9be9890141a7c174bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Chad&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.88&lt;/div&gt;`)[0];\n",
              "                popup_2745a772bcf705e95b97be6344949631.setContent(html_227778538adb3e9be9890141a7c174bf);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_d300fe21326119c2eccb951bd8bd482c.bindPopup(popup_2745a772bcf705e95b97be6344949631)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fde72d0784f125b60671fe68662609a5 = L.circleMarker(\n",
              "                [11.825138, 42.590275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e8e8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e8e8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_b6cfd1bd13fab14ffd0a5c64d4c88355 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3db83b4a3bbf35a1716232a230d50373 = $(`&lt;div id=&quot;html_3db83b4a3bbf35a1716232a230d50373&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Djibouti&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -9.29&lt;/div&gt;`)[0];\n",
              "                popup_b6cfd1bd13fab14ffd0a5c64d4c88355.setContent(html_3db83b4a3bbf35a1716232a230d50373);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fde72d0784f125b60671fe68662609a5.bindPopup(popup_b6cfd1bd13fab14ffd0a5c64d4c88355)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f4fad914ac92af69686d93193c40039f = L.circleMarker(\n",
              "                [1.650801, 10.267895],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e5e5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e5e5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_fadb684c0066afe98f8f60e1c02f8eb1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_09c0dcc264c6678387c39e23f62b124c = $(`&lt;div id=&quot;html_09c0dcc264c6678387c39e23f62b124c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Equatorial Guinea&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -10.39&lt;/div&gt;`)[0];\n",
              "                popup_fadb684c0066afe98f8f60e1c02f8eb1.setContent(html_09c0dcc264c6678387c39e23f62b124c);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f4fad914ac92af69686d93193c40039f.bindPopup(popup_fadb684c0066afe98f8f60e1c02f8eb1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_507f4c691a8071468da1326e4fa670de = L.circleMarker(\n",
              "                [-26.522503, 31.465866],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d9d9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d9d9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_0bd6a6c192d0b4c35ffe83dcd067cf78 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bb75f87e2199f483387ea3ce0e641b60 = $(`&lt;div id=&quot;html_bb75f87e2199f483387ea3ce0e641b60&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Eswatini&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.21&lt;/div&gt;`)[0];\n",
              "                popup_0bd6a6c192d0b4c35ffe83dcd067cf78.setContent(html_bb75f87e2199f483387ea3ce0e641b60);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_507f4c691a8071468da1326e4fa670de.bindPopup(popup_0bd6a6c192d0b4c35ffe83dcd067cf78)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2ee1bc72d1bdc82379018a4a06afcde1 = L.circleMarker(\n",
              "                [-0.803689, 11.609444],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_3d6faa4b8a4c53696cd49ef710f397a5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_099859b81fed8565e705d1a9fc39141f = $(`&lt;div id=&quot;html_099859b81fed8565e705d1a9fc39141f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Gabon&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.12&lt;/div&gt;`)[0];\n",
              "                popup_3d6faa4b8a4c53696cd49ef710f397a5.setContent(html_099859b81fed8565e705d1a9fc39141f);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2ee1bc72d1bdc82379018a4a06afcde1.bindPopup(popup_3d6faa4b8a4c53696cd49ef710f397a5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_4be0086fdaf5182dca99e20bf55e7483 = L.circleMarker(\n",
              "                [7.946527, -1.023194],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#a4a4ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#a4a4ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_5639bca364aae1606e49e5ce19bdcb52 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a39ddeee5fac2fed2c524dbfff4ec00e = $(`&lt;div id=&quot;html_a39ddeee5fac2fed2c524dbfff4ec00e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Ghana&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -35.83&lt;/div&gt;`)[0];\n",
              "                popup_5639bca364aae1606e49e5ce19bdcb52.setContent(html_a39ddeee5fac2fed2c524dbfff4ec00e);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_4be0086fdaf5182dca99e20bf55e7483.bindPopup(popup_5639bca364aae1606e49e5ce19bdcb52)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_52f041261ce81342c55d8491141b9e60 = L.circleMarker(\n",
              "                [9.945587, -9.696645],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd6d6ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd6d6ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_54a7af586ca0579a8d13576d26b4a38c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_34a03ec56666e418d77837a79bb14935 = $(`&lt;div id=&quot;html_34a03ec56666e418d77837a79bb14935&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 16.07&lt;/div&gt;`)[0];\n",
              "                popup_54a7af586ca0579a8d13576d26b4a38c.setContent(html_34a03ec56666e418d77837a79bb14935);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_52f041261ce81342c55d8491141b9e60.bindPopup(popup_54a7af586ca0579a8d13576d26b4a38c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e634c04145e38efdc148afcab6078cef = L.circleMarker(\n",
              "                [11.7723, -15.1696],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#acacffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#acacffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_9a83d5b39d80e2e42a67526ab0741b5c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_40d0eff7a1b8e9dbffee6c5113eb304b = $(`&lt;div id=&quot;html_40d0eff7a1b8e9dbffee6c5113eb304b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Guinea-Bissau&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -32.48&lt;/div&gt;`)[0];\n",
              "                popup_9a83d5b39d80e2e42a67526ab0741b5c.setContent(html_40d0eff7a1b8e9dbffee6c5113eb304b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e634c04145e38efdc148afcab6078cef.bindPopup(popup_9a83d5b39d80e2e42a67526ab0741b5c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_842d360b580787965797144222d7ecdc = L.circleMarker(\n",
              "                [0.1769, 37.9083],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ddddffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ddddffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_805347567be145557214bf2ff974f0f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_39e4c0af7f4fba8dd70f6a7183b297bb = $(`&lt;div id=&quot;html_39e4c0af7f4fba8dd70f6a7183b297bb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Kenya&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -13.65&lt;/div&gt;`)[0];\n",
              "                popup_805347567be145557214bf2ff974f0f5.setContent(html_39e4c0af7f4fba8dd70f6a7183b297bb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_842d360b580787965797144222d7ecdc.bindPopup(popup_805347567be145557214bf2ff974f0f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_bbe4578182a9d7a60afa5a00da677aff = L.circleMarker(\n",
              "                [-29.609988, 28.233608],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f8f8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f8f8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_539a302d0ffb1218d72f2e6b12af87a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_85e637318f1d5399a36c8cccee378387 = $(`&lt;div id=&quot;html_85e637318f1d5399a36c8cccee378387&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Lesotho&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -3.02&lt;/div&gt;`)[0];\n",
              "                popup_539a302d0ffb1218d72f2e6b12af87a9.setContent(html_85e637318f1d5399a36c8cccee378387);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_bbe4578182a9d7a60afa5a00da677aff.bindPopup(popup_539a302d0ffb1218d72f2e6b12af87a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_54ea9d12f164f31304089d966a644bad = L.circleMarker(\n",
              "                [6.428055, -9.429499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffcfcfff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffcfcfff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_d8dce78f6e893622869e44d9d4ee8f11 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3c25ce0fe64363eaf1b6e6842a607dbb = $(`&lt;div id=&quot;html_3c25ce0fe64363eaf1b6e6842a607dbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Liberia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 18.89&lt;/div&gt;`)[0];\n",
              "                popup_d8dce78f6e893622869e44d9d4ee8f11.setContent(html_3c25ce0fe64363eaf1b6e6842a607dbb);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_54ea9d12f164f31304089d966a644bad.bindPopup(popup_d8dce78f6e893622869e44d9d4ee8f11)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3839dbaeb6b6891c6d7e5f492726136a = L.circleMarker(\n",
              "                [26.3351, 17.228331],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fafaffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fafaffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_16f43108e37d8f51cefe4d138baa9b00 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_638ed568b2ae0d72a7322a94d8c8714a = $(`&lt;div id=&quot;html_638ed568b2ae0d72a7322a94d8c8714a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Libya&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -2.11&lt;/div&gt;`)[0];\n",
              "                popup_16f43108e37d8f51cefe4d138baa9b00.setContent(html_638ed568b2ae0d72a7322a94d8c8714a);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3839dbaeb6b6891c6d7e5f492726136a.bindPopup(popup_16f43108e37d8f51cefe4d138baa9b00)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_ca3336f6bb05fdd8f51282f4fa41de06 = L.circleMarker(\n",
              "                [-18.766947, 46.869107],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#5f5fffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#5f5fffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_c61c05ac9077a690fee0fdc326f3ef4e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ce844661587dd90a9ebf9a197a648db8 = $(`&lt;div id=&quot;html_ce844661587dd90a9ebf9a197a648db8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Madagascar&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -62.59&lt;/div&gt;`)[0];\n",
              "                popup_c61c05ac9077a690fee0fdc326f3ef4e.setContent(html_ce844661587dd90a9ebf9a197a648db8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_ca3336f6bb05fdd8f51282f4fa41de06.bindPopup(popup_c61c05ac9077a690fee0fdc326f3ef4e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c2c228675a2052e3515c83233be0f324 = L.circleMarker(\n",
              "                [31.7945, -7.0849],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#1c1cffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#1c1cffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_95dfa9d0335f3d4a9f3c765751bd050a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2416a18dc03081a7f903b5db6c890ea3 = $(`&lt;div id=&quot;html_2416a18dc03081a7f903b5db6c890ea3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Morocco&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -88.94&lt;/div&gt;`)[0];\n",
              "                popup_95dfa9d0335f3d4a9f3c765751bd050a.setContent(html_2416a18dc03081a7f903b5db6c890ea3);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c2c228675a2052e3515c83233be0f324.bindPopup(popup_95dfa9d0335f3d4a9f3c765751bd050a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_c668b33041465296fa227b71704456bd = L.circleMarker(\n",
              "                [-18.665695, 35.529562],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff6969ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff6969ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_9e918dee48ffba1025655e446ca9c5b2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_da1afd6257dcf7838a66a8685ea2dac8 = $(`&lt;div id=&quot;html_da1afd6257dcf7838a66a8685ea2dac8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Mozambique&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 58.78&lt;/div&gt;`)[0];\n",
              "                popup_9e918dee48ffba1025655e446ca9c5b2.setContent(html_da1afd6257dcf7838a66a8685ea2dac8);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_c668b33041465296fa227b71704456bd.bindPopup(popup_9e918dee48ffba1025655e446ca9c5b2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e924ee43df838aa9d3bd0175672cffdc = L.circleMarker(\n",
              "                [-22.95764, 18.49041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffdedeff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffdedeff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_e92436f66c74c38012dc07c23ed2345d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c3602a9ceeafd1cc2ed81ce880301c17 = $(`&lt;div id=&quot;html_c3602a9ceeafd1cc2ed81ce880301c17&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Namibia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 13.22&lt;/div&gt;`)[0];\n",
              "                popup_e92436f66c74c38012dc07c23ed2345d.setContent(html_c3602a9ceeafd1cc2ed81ce880301c17);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e924ee43df838aa9d3bd0175672cffdc.bindPopup(popup_e92436f66c74c38012dc07c23ed2345d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_3251511fdae9b01c07e4ba4814a21a6e = L.circleMarker(\n",
              "                [17.607789, 8.081666],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#f5f5ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#f5f5ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_8d7f8981cc78630aa858cff70777057c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_15dbcb76af0ec1a44d6f3d7fa86e5bdd = $(`&lt;div id=&quot;html_15dbcb76af0ec1a44d6f3d7fa86e5bdd&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Niger&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -4.20&lt;/div&gt;`)[0];\n",
              "                popup_8d7f8981cc78630aa858cff70777057c.setContent(html_15dbcb76af0ec1a44d6f3d7fa86e5bdd);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_3251511fdae9b01c07e4ba4814a21a6e.bindPopup(popup_8d7f8981cc78630aa858cff70777057c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_7ab9686e5b7e549d1a563f1a73408f1c = L.circleMarker(\n",
              "                [9.081999, 8.675277],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_7f5076a7eeab6cb749d6d11a3cba3d31 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_46a9c250d6c744cc43dbdeda4242bfde = $(`&lt;div id=&quot;html_46a9c250d6c744cc43dbdeda4242bfde&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Nigeria&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 111.63&lt;/div&gt;`)[0];\n",
              "                popup_7f5076a7eeab6cb749d6d11a3cba3d31.setContent(html_46a9c250d6c744cc43dbdeda4242bfde);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_7ab9686e5b7e549d1a563f1a73408f1c.bindPopup(popup_7f5076a7eeab6cb749d6d11a3cba3d31)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_93e051a7faeb33cf809fa6d5bda1d967 = L.circleMarker(\n",
              "                [-1.940278, 29.873888],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ff0000ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ff0000ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_ba40cd09cc615ec657a7eec0bee40c5b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_58aed81787abc87ffd458dfc7304dc14 = $(`&lt;div id=&quot;html_58aed81787abc87ffd458dfc7304dc14&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Rwanda&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 297.71&lt;/div&gt;`)[0];\n",
              "                popup_ba40cd09cc615ec657a7eec0bee40c5b.setContent(html_58aed81787abc87ffd458dfc7304dc14);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_93e051a7faeb33cf809fa6d5bda1d967.bindPopup(popup_ba40cd09cc615ec657a7eec0bee40c5b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_fdb8db8e54a8aa069ed68796ec21b9aa = L.circleMarker(\n",
              "                [0.18636, 6.613081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#7e7effff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#7e7effff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_94d652cc110853ef43149c953143d398 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dae44fbd26074670ee9e9c9e39f56ea0 = $(`&lt;div id=&quot;html_dae44fbd26074670ee9e9c9e39f56ea0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sao Tome and Principe&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -50.60&lt;/div&gt;`)[0];\n",
              "                popup_94d652cc110853ef43149c953143d398.setContent(html_dae44fbd26074670ee9e9c9e39f56ea0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_fdb8db8e54a8aa069ed68796ec21b9aa.bindPopup(popup_94d652cc110853ef43149c953143d398)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_495496dd7a54dcfc9d1b72c9ed87408a = L.circleMarker(\n",
              "                [14.497401, -14.452362],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#fff9f9ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#fff9f9ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_9cf31aa8919c5c03551702cde97c0e8a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_5f8f30832f0aab625c925359cba9a6e2 = $(`&lt;div id=&quot;html_5f8f30832f0aab625c925359cba9a6e2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Senegal&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 2.71&lt;/div&gt;`)[0];\n",
              "                popup_9cf31aa8919c5c03551702cde97c0e8a.setContent(html_5f8f30832f0aab625c925359cba9a6e2);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_495496dd7a54dcfc9d1b72c9ed87408a.bindPopup(popup_9cf31aa8919c5c03551702cde97c0e8a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_081ab305b100d9e3c6abd3b552b9dbee = L.circleMarker(\n",
              "                [-4.679574, 55.491977],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffffffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffffffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_e89c59ea36232f2a9ff22d74a1c2494c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f25926197af1db58bdd74a8b0ce41b4b = $(`&lt;div id=&quot;html_f25926197af1db58bdd74a8b0ce41b4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Seychelles&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 0.28&lt;/div&gt;`)[0];\n",
              "                popup_e89c59ea36232f2a9ff22d74a1c2494c.setContent(html_f25926197af1db58bdd74a8b0ce41b4b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_081ab305b100d9e3c6abd3b552b9dbee.bindPopup(popup_e89c59ea36232f2a9ff22d74a1c2494c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_6986b7b1362e53c876e2a86a44c56920 = L.circleMarker(\n",
              "                [8.460555, -11.779889],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#cbcbffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#cbcbffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_849c33d5f0d7ee1fbc880ee9fe5011c8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be0b61357d4d9cfb241ca2283770adff = $(`&lt;div id=&quot;html_be0b61357d4d9cfb241ca2283770adff&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sierra Leone&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -20.34&lt;/div&gt;`)[0];\n",
              "                popup_849c33d5f0d7ee1fbc880ee9fe5011c8.setContent(html_be0b61357d4d9cfb241ca2283770adff);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_6986b7b1362e53c876e2a86a44c56920.bindPopup(popup_849c33d5f0d7ee1fbc880ee9fe5011c8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_065908c6b704dc65134efcbacdf43bc6 = L.circleMarker(\n",
              "                [5.152149, 46.199616],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#6d6dffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#6d6dffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_ea73913eeb1119a9f5b2b0ef7b3faf91 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a7f961a99b7c3e2554afd49352658ac6 = $(`&lt;div id=&quot;html_a7f961a99b7c3e2554afd49352658ac6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Somalia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -57.22&lt;/div&gt;`)[0];\n",
              "                popup_ea73913eeb1119a9f5b2b0ef7b3faf91.setContent(html_a7f961a99b7c3e2554afd49352658ac6);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_065908c6b704dc65134efcbacdf43bc6.bindPopup(popup_ea73913eeb1119a9f5b2b0ef7b3faf91)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_dfedba4cc56931d375e5f6c8fcd5a38d = L.circleMarker(\n",
              "                [-30.559482, 22.937506],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#e2e2ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#e2e2ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_d59d9ca818fc5f69fba831e6514d8506 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c27ef065e3af7a1266341cb35d420921 = $(`&lt;div id=&quot;html_c27ef065e3af7a1266341cb35d420921&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Africa&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -11.35&lt;/div&gt;`)[0];\n",
              "                popup_d59d9ca818fc5f69fba831e6514d8506.setContent(html_c27ef065e3af7a1266341cb35d420921);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_dfedba4cc56931d375e5f6c8fcd5a38d.bindPopup(popup_d59d9ca818fc5f69fba831e6514d8506)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_da4e1e4613e564b3785e48acf9e24f89 = L.circleMarker(\n",
              "                [6.876991, 31.306978],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#4a4affff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#4a4affff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_0df1b80a947afc3352365b4de7eec438 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_82f90b7d8e58f11ff3e6eecb72b8f31b = $(`&lt;div id=&quot;html_82f90b7d8e58f11ff3e6eecb72b8f31b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: South Sudan&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -70.93&lt;/div&gt;`)[0];\n",
              "                popup_0df1b80a947afc3352365b4de7eec438.setContent(html_82f90b7d8e58f11ff3e6eecb72b8f31b);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_da4e1e4613e564b3785e48acf9e24f89.bindPopup(popup_0df1b80a947afc3352365b4de7eec438)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_e3f101cfe47c399a39ecb1d7318b59ce = L.circleMarker(\n",
              "                [12.862807, 30.217636],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d9d9ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d9d9ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_26361f0eff932ca57c1a2fcc5d53a8f1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_47a0a748259ed44be10e1b1ada44cafa = $(`&lt;div id=&quot;html_47a0a748259ed44be10e1b1ada44cafa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Sudan&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -15.11&lt;/div&gt;`)[0];\n",
              "                popup_26361f0eff932ca57c1a2fcc5d53a8f1.setContent(html_47a0a748259ed44be10e1b1ada44cafa);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_e3f101cfe47c399a39ecb1d7318b59ce.bindPopup(popup_26361f0eff932ca57c1a2fcc5d53a8f1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_17786d58edd1d418a191d4fe1fc278f0 = L.circleMarker(\n",
              "                [8.619543, 0.824782],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#c8c8ffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#c8c8ffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_e6b10d8d24f9be1dad9b020f483de803 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b11d44ec5a5ec3e7cd0cf02891518895 = $(`&lt;div id=&quot;html_b11d44ec5a5ec3e7cd0cf02891518895&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Togo&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -21.83&lt;/div&gt;`)[0];\n",
              "                popup_e6b10d8d24f9be1dad9b020f483de803.setContent(html_b11d44ec5a5ec3e7cd0cf02891518895);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_17786d58edd1d418a191d4fe1fc278f0.bindPopup(popup_e6b10d8d24f9be1dad9b020f483de803)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_77bc36bd5086ee5ce7cda6297cf3b57c = L.circleMarker(\n",
              "                [33.886917, 9.537499],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ababffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ababffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_a01d366c4cd0d4989a0b12d5b1051373 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_420d8932c10609e0bcc23516a4458e49 = $(`&lt;div id=&quot;html_420d8932c10609e0bcc23516a4458e49&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Tunisia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -33.03&lt;/div&gt;`)[0];\n",
              "                popup_a01d366c4cd0d4989a0b12d5b1051373.setContent(html_420d8932c10609e0bcc23516a4458e49);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_77bc36bd5086ee5ce7cda6297cf3b57c.bindPopup(popup_a01d366c4cd0d4989a0b12d5b1051373)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_f8aa9c5158369c600afc2ee2203ddc6d = L.circleMarker(\n",
              "                [1.373333, 32.290275],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffd2d2ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffd2d2ff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_11acdb79e354079ce4d85b49df9d3ea0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a176d7cfab1bccb479740d249023eaf0 = $(`&lt;div id=&quot;html_a176d7cfab1bccb479740d249023eaf0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Uganda&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 17.87&lt;/div&gt;`)[0];\n",
              "                popup_11acdb79e354079ce4d85b49df9d3ea0.setContent(html_a176d7cfab1bccb479740d249023eaf0);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_f8aa9c5158369c600afc2ee2203ddc6d.bindPopup(popup_11acdb79e354079ce4d85b49df9d3ea0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_2edc0cbb269debef351660cf8cab7500 = L.circleMarker(\n",
              "                [-13.133897, 27.849332],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#ffefefff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#ffefefff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_69c89f59d9064674417f7ea2b47a2611 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9dd82082c53996ba998ecc76b64e3971 = $(`&lt;div id=&quot;html_9dd82082c53996ba998ecc76b64e3971&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zambia&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: 6.26&lt;/div&gt;`)[0];\n",
              "                popup_69c89f59d9064674417f7ea2b47a2611.setContent(html_9dd82082c53996ba998ecc76b64e3971);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_2edc0cbb269debef351660cf8cab7500.bindPopup(popup_69c89f59d9064674417f7ea2b47a2611)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var circle_marker_b65daebe5c9ad1bd6102bf7856e1c6b9 = L.circleMarker(\n",
              "                [-19.015438, 29.154857],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#efefffff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#efefffff&quot;, &quot;fillOpacity&quot;: 0.7, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 5, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(feature_group_2bd50f0a54285f4d324f3ffeb553f33c);\n",
              "        \n",
              "    \n",
              "        var popup_5e7e3711572c79e2947278bfab2c55d1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ea3a5db70c13e7e3530477b85ca040b5 = $(`&lt;div id=&quot;html_ea3a5db70c13e7e3530477b85ca040b5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Country: Zimbabwe&lt;br&gt;Year: 2017-01-01 00:00:00&lt;br&gt;Incidence Difference: -6.64&lt;/div&gt;`)[0];\n",
              "                popup_5e7e3711572c79e2947278bfab2c55d1.setContent(html_ea3a5db70c13e7e3530477b85ca040b5);\n",
              "            \n",
              "        \n",
              "\n",
              "        circle_marker_b65daebe5c9ad1bd6102bf7856e1c6b9.bindPopup(popup_5e7e3711572c79e2947278bfab2c55d1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "    var color_map_0bf4eb5682e11eff4184d8b0200d5906 = {};\n",
              "\n",
              "    \n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.color = d3.scale.threshold()\n",
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              "    \n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.x = d3.scale.linear()\n",
              "              .domain([-100.0, 100.0])\n",
              "              .range([0, 450 - 50]);\n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.legend = L.control({position: &#x27;topright&#x27;});\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.legend.addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.xAxis = d3.svg.axis()\n",
              "        .scale(color_map_0bf4eb5682e11eff4184d8b0200d5906.x)\n",
              "        .orient(&quot;top&quot;)\n",
              "        .tickSize(1)\n",
              "        .tickValues([-100.0, 0.0, 100.0]);\n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
              "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
              "        .attr(&quot;width&quot;, 450)\n",
              "        .attr(&quot;height&quot;, 40);\n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.g = color_map_0bf4eb5682e11eff4184d8b0200d5906.svg.append(&quot;g&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
              "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.g.selectAll(&quot;rect&quot;)\n",
              "        .data(color_map_0bf4eb5682e11eff4184d8b0200d5906.color.range().map(function(d, i) {\n",
              "          return {\n",
              "            x0: i ? color_map_0bf4eb5682e11eff4184d8b0200d5906.x(color_map_0bf4eb5682e11eff4184d8b0200d5906.color.domain()[i - 1]) : color_map_0bf4eb5682e11eff4184d8b0200d5906.x.range()[0],\n",
              "            x1: i &lt; color_map_0bf4eb5682e11eff4184d8b0200d5906.color.domain().length ? color_map_0bf4eb5682e11eff4184d8b0200d5906.x(color_map_0bf4eb5682e11eff4184d8b0200d5906.color.domain()[i]) : color_map_0bf4eb5682e11eff4184d8b0200d5906.x.range()[1],\n",
              "            z: d\n",
              "          };\n",
              "        }))\n",
              "      .enter().append(&quot;rect&quot;)\n",
              "        .attr(&quot;height&quot;, 40 - 30)\n",
              "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
              "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
              "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
              "\n",
              "    color_map_0bf4eb5682e11eff4184d8b0200d5906.g.call(color_map_0bf4eb5682e11eff4184d8b0200d5906.xAxis).append(&quot;text&quot;)\n",
              "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
              "        .attr(&quot;y&quot;, 21)\n",
              "        .text(&quot;Incidence Difference&quot;);\n",
              "    \n",
              "            var layer_control_3ba318de8dcf7637780d05ba209fe904 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_969218a4dc9d06a2f284ef75cc836d5d,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;2007-01-01T00:00:00.000000000&quot; : feature_group_06dff420a59fce66651f2b996d76cc14,\n",
              "                    &quot;2008-01-01T00:00:00.000000000&quot; : feature_group_7450665db0773a47c20bcfd886f27c46,\n",
              "                    &quot;2009-01-01T00:00:00.000000000&quot; : feature_group_486ee14ae15bcc6889bc3ed5c680726f,\n",
              "                    &quot;2010-01-01T00:00:00.000000000&quot; : feature_group_9697dc959c2ae8f5e5c7f52ee5b9b97d,\n",
              "                    &quot;2011-01-01T00:00:00.000000000&quot; : feature_group_ffc1da1c1b402f56d6438846e5c9129f,\n",
              "                    &quot;2012-01-01T00:00:00.000000000&quot; : feature_group_7b83db1574f3184eaae47465b2950960,\n",
              "                    &quot;2013-01-01T00:00:00.000000000&quot; : feature_group_42b2cd682614a50d60be439cf17ff401,\n",
              "                    &quot;2014-01-01T00:00:00.000000000&quot; : feature_group_19d447cd0387cc0576dad6d12f5421d8,\n",
              "                    &quot;2015-01-01T00:00:00.000000000&quot; : feature_group_9a5040c3fd9005b3716a12734733a3b4,\n",
              "                    &quot;2016-01-01T00:00:00.000000000&quot; : feature_group_c3edc08cbc99e886478e4102a9cd2768,\n",
              "                    &quot;2017-01-01T00:00:00.000000000&quot; : feature_group_2bd50f0a54285f4d324f3ffeb553f33c,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_3ba318de8dcf7637780d05ba209fe904.base_layers,\n",
              "                layer_control_3ba318de8dcf7637780d05ba209fe904.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_82e06e83f9d27b2c75d27291afc4d0a7);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 100
        }
      ],
      "source": [
        "\n",
        "import folium\n",
        "from branca.colormap import LinearColormap\n",
        "\n",
        "# Create an interactive map using sorted_merged_gdf\n",
        "m = folium.Map(location=[0, 0], zoom_start=2)\n",
        "\n",
        "# Define a color scale for differences\n",
        "color_scale = LinearColormap(['blue', 'white', 'red'], vmin=-100, vmax=100)\n",
        "\n",
        "for year in sorted_merged_gdf['Year'].unique():\n",
        "    # Create a feature group for each year\n",
        "    year_group = folium.FeatureGroup(name=str(year))\n",
        "\n",
        "    for idx, row in counterfactual_data[counterfactual_data['Year'] == year].iterrows():\n",
        "        popup_html = f\"Country: {row['Country Name_right']}<br>Year: {row['Year']}<br>Incidence Difference: {row['Incidence of malaria (per 1,000 population at risk) Difference']:.2f}\"\n",
        "        color = color_scale(row['Incidence of malaria (per 1,000 population at risk) Difference'])\n",
        "        folium.CircleMarker(\n",
        "            location=[row['latitude'], row['longitude']],\n",
        "            radius=5,\n",
        "            color=color,\n",
        "            fill=True,\n",
        "            fill_color=color,\n",
        "            fill_opacity=0.7,\n",
        "            popup=folium.Popup(html=popup_html),\n",
        "        ).add_to(year_group)\n",
        "\n",
        "    # Add the feature group to the map\n",
        "    year_group.add_to(m)\n",
        "\n",
        "# Add the color scale to the map\n",
        "color_scale.caption = 'Incidence Difference'\n",
        "color_scale.add_to(m)\n",
        "\n",
        "# Add a layer control to the map\n",
        "folium.LayerControl().add_to(m)\n",
        "\n",
        "# Save the interactive map to an HTML file\n",
        "m.save('interactive_difference_map.html')\n",
        "\n",
        "# Display the map in the notebook\n",
        "m"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0m8VPGs1KbHr"
      },
      "source": [
        "From the map above, we can see that the red markers include those countries whereby the preventive measures used are not effective in reducing in malaria incidence rates. These are the areas where appropriate interventions such as vaccination and other resources are needed the most. These countries include\n",
        "* Mozambique 🇲🇿\n",
        "* Rwanda 🇷🇼\n",
        "* Nigeria 🇳🇬  \n",
        "* Burundi 🇧🇮\n",
        "* Uganda 🇺🇬\n",
        "* Burkina Faso 🇧🇫\n",
        "* Liberia 🇱🇷\n",
        "* Guinea 🇬🇳\n",
        "* Central African Republic\n",
        "* Namibia 🇳🇦\n",
        "\n",
        "Countries where the preventive measures proved to be effective are indicated as blue"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lfhZc3f34wa7"
      },
      "source": [
        "Let us check which of these preventive measures have a significant effect in the reduction of the malaria incidence. This will shed light for targeted intervention for countries with malaria burden"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XKj-cI0nmW1I"
      },
      "outputs": [],
      "source": [
        "\n",
        "#data = sorted_merged_gdf\n",
        "\n",
        "# Split the data into features and target metrics\n",
        "X = data[preventive_columns]\n",
        "y = data[target_metrics]\n",
        "\n",
        "# Normalize the features\n",
        "scaler = MinMaxScaler()\n",
        "X_normalized = scaler.fit_transform(X)\n",
        "\n",
        "# Split the data into training and testing sets\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_normalized, y, test_size=0.2, random_state=42)\n",
        "\n",
        "# Create a RandomForestRegressor model\n",
        "model = RandomForestRegressor(n_estimators=100, random_state=42)\n",
        "\n",
        "# Fit the model on training data\n",
        "model.fit(X_train, y_train)\n",
        "\n",
        "# Get feature importance scores\n",
        "feature_importances = model.feature_importances_\n",
        "\n",
        "# Create a DataFrame to store feature importance scores\n",
        "feature_importance_df = pd.DataFrame({'Feature': preventive_columns, 'Importance': feature_importances})\n",
        "\n",
        "# Sort the DataFrame by importance in descending order\n",
        "feature_importance_df = feature_importance_df.sort_values(by='Importance', ascending=False)\n",
        "\n",
        "# Print the feature importance scores\n",
        "print(feature_importance_df)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DwYzv4POoui5"
      },
      "source": [
        "From here, just as seen in the correlation analysis, it can be seen that sanitation and drinking water services play a huge role in reducing the malaria incidence rates than other methods such as the use of ITN, IPTP and antimalarial drugs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 102,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 496
        },
        "id": "g37PwMBEqol1",
        "outputId": "0eaf470a-ceaf-4967-aac2-d6728b757fa6"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "# Plot the feature importance\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.barh(feature_importance_df['Feature'], feature_importance_df['Importance'])\n",
        "plt.xlabel('Importance')\n",
        "plt.ylabel('Preventive Measures')\n",
        "plt.title('Feature Importance for Preventive Measures')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LKEtWee0KSiv"
      },
      "source": [
        "From the above features importance, it can be observed that preventive measures based on sanitation and drinking water services are the most important and effective preventive measures used in the countries."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 103,
      "metadata": {
        "id": "rFZw4JkLPlmK"
      },
      "outputs": [],
      "source": [
        "#saving the data for modeling\n",
        "sorted_merged_gdf.to_csv('modelling_data.csv', index=False)\n",
        "sorted_merged_gdf.to_excel('modelling_data.xlsx', index = False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 105,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "WS2PS7j4Idwa",
        "outputId": "88238f58-047a-4963-8dc8-f7fc45ae9591"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_7bdf325a-23e7-4d57-bce7-7d6325ecdd70\", \"modelling_data.xlsx\", 4292260)"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "\n",
        "from google.colab import files\n",
        "\n",
        "# Download the file for modeling\n",
        "#files.download('modelling_data.csv')\n",
        "files.download('modelling_data.xlsx')"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ZYag7mWlTKIl"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}